Empirical Bayes Transductive Meta-Learning with Synthetic Gradients https://openreview.net/pdf?id=Hkg-xgrYvH Contextualized Sparse Representation with Rectified N-Gram Attention for Open-Domain Question Answering https://openreview.net/pdf?id=ryxgegBKwr Generalized Domain Adaptation with Covariate and Label Shift CO-ALignment https://openreview.net/pdf?id=BJexP6VKwH Quaternion Equivariant Capsule Networks for 3D Point Clouds https://openreview.net/pdf?id=B1xtd1HtPS Pay Attention to Features, Transfer Learn faster CNNs https://openreview.net/pdf?id=ryxyCeHtPB Differentiable Hebbian Consolidation for Continual Learning https://openreview.net/pdf?id=BJlA6eBtvH Generative Hierarchical Models for Parts, Objects, and Scenes https://openreview.net/pdf?id=SkeATxrKwH Mixture Distributions for Scalable Bayesian Inference https://openreview.net/pdf?id=S1x6TlBtwB Best feature performance in codeswitched hate speech texts https://openreview.net/pdf?id=Skl6peHFwS Geom-GCN: Geometric Graph Convolutional Networks https://openreview.net/pdf?id=S1e2agrFvS Smart Ternary Quantization https://openreview.net/pdf?id=SyxhaxBKPS HIPPOCAMPAL NEURONAL REPRESENTATIONS IN CONTINUAL LEARNING https://openreview.net/pdf?id=Syxi6grFwH A GOODNESS OF FIT MEASURE FOR GENERATIVE NETWORKS https://openreview.net/pdf?id=BklsagBYPS Gradients as Features for Deep Representation Learning https://openreview.net/pdf?id=BkeoaeHKDS Deceptive Opponent Modeling with Proactive Network Interdiction for Stochastic Goal Recognition Control https://openreview.net/pdf?id=rJgqalBKvH Monotonic Multihead Attention https://openreview.net/pdf?id=Hyg96gBKPS Massively Multilingual Sparse Word Representations https://openreview.net/pdf?id=HyeYTgrFPB Attention over Phrases https://openreview.net/pdf?id=HJeYalBKvr Query-efficient Meta Attack to Deep Neural Networks https://openreview.net/pdf?id=Skxd6gSYDS BREAKING CERTIFIED DEFENSES: SEMANTIC ADVERSARIAL EXAMPLES WITH SPOOFED ROBUSTNESS CERTIFICATES https://openreview.net/pdf?id=HJxdTxHYvB Meta-Learning Initializations for Image Segmentation https://openreview.net/pdf?id=SJgdpxHFvH Privacy-preserving Representation Learning by Disentanglement https://openreview.net/pdf?id=rkewaxrtvr Building Hierarchical Interpretations in Natural Language via Feature Interaction Detection https://openreview.net/pdf?id=S1xD6xHKDr AN EXPONENTIAL LEARNING RATE SCHEDULE FOR BATCH NORMALIZED NETWORKS https://openreview.net/pdf?id=rJg8TeSFDH End-to-end learning of energy-based representations for irregularly-sampled signals and images https://openreview.net/pdf?id=rJe8pxSFwr Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation https://openreview.net/pdf?id=B1xSperKvH How to 0wn the NAS in Your Spare Time https://openreview.net/pdf?id=S1erpeBFPB Generalized Zero-shot ICD Coding https://openreview.net/pdf?id=S1lBTerYwH EXACT ANALYSIS OF CURVATURE CORRECTED LEARNING DYNAMICS IN DEEP LINEAR NETWORKS https://openreview.net/pdf?id=ryx4TlHKDS WEEGNET: an wavelet based Convnet for Brain-computer interfaces https://openreview.net/pdf?id=HJeN6grYDr Meta Label Correction for Learning with Weak Supervision https://openreview.net/pdf?id=HJgQpgBKDH Toward Controllable Text Content Manipulation https://openreview.net/pdf?id=Skg7TerKPH NAMSG: An Efficient Method for Training Neural Networks https://openreview.net/pdf?id=HkxGaeHKvB Learning to Reason: Distilling Hierarchy via Self-Supervision and Reinforcement Learning https://openreview.net/pdf?id=HJgzpgrYDr The Shape of Data: Intrinsic Distance for Data Distributions https://openreview.net/pdf?id=HyebplHYwB Measuring Numerical Common Sense: Is A Word Embedding Approach Effective? https://openreview.net/pdf?id=B1xbTlBKwB Learning DNA folding patterns with Recurrent Neural Networks https://openreview.net/pdf?id=Bkel6ertwS Generative Adversarial Nets for Multiple Text Corpora https://openreview.net/pdf?id=BkexaxBKPB Understanding Generalization in Recurrent Neural Networks https://openreview.net/pdf?id=rkgg6xBYDH Measure by Measure: Automatic Music Composition with Traditional Western Music Notation https://openreview.net/pdf?id=Hklk6xrYPB Weakly-Supervised Trajectory Segmentation for Learning Reusable Skills https://openreview.net/pdf?id=HygkpxStvr Learn Interpretable Word Embeddings Efficiently with von Mises-Fisher Distribution https://openreview.net/pdf?id=Bke02gHYwB Goten: GPU-Outsourcing Trusted Execution of Neural Network Training and Prediction https://openreview.net/pdf?id=S1xRnxSYwS Limitations for Learning from Point Clouds https://openreview.net/pdf?id=r1x63grFvH DOUBLE-HARD DEBIASING: TAILORING WORD EMBEDDINGS FOR GENDER BIAS MITIGATION https://openreview.net/pdf?id=Hyg6neStDr Conservative Uncertainty Estimation By Fitting Prior Networks https://openreview.net/pdf?id=BJlahxHYDS Re-Examining Linear Embeddings for High-dimensional Bayesian Optimization https://openreview.net/pdf?id=SJgn3lBtwH ASYNCHRONOUS MULTI-AGENT GENERATIVE ADVERSARIAL IMITATION LEARNING https://openreview.net/pdf?id=Syx33erYwH Predictive Coding for Boosting Deep Reinforcement Learning with Sparse Rewards https://openreview.net/pdf?id=Hkxi2gHYvH NORML: Nodal Optimization for Recurrent Meta-Learning https://openreview.net/pdf?id=rklj3gBYvH Keyword Spotter Model for Crop Pest and Disease Monitoring from Community Radio Data https://openreview.net/pdf?id=r1gc3lBFPH NAS-BENCH-1SHOT1: BENCHMARKING AND DISSECTING ONE-SHOT NEURAL ARCHITECTURE SEARCH https://openreview.net/pdf?id=SJx9ngStPH Defense against Adversarial Examples by Encoder-Assisted Search in the Latent Coding Space https://openreview.net/pdf?id=Hyg53gSYPB Fuzzing-Based Hard-Label Black-Box Attacks Against Machine Learning Models https://openreview.net/pdf?id=BklYhxBYwH Conditional generation of molecules from disentangled representations https://openreview.net/pdf?id=BkxthxHYvr Dataset Distillation https://openreview.net/pdf?id=ryxO3gBtPB Learning RNNs with Commutative State Transitions https://openreview.net/pdf?id=Bklu2grKwB XD: Cross-lingual Knowledge Distillation for Polyglot Sentence Embeddings https://openreview.net/pdf?id=BkePneStwH LAVAE: Disentangling Location and Appearance https://openreview.net/pdf?id=HkxDheHFDr Sparse Skill Coding: Learning Behavioral Hierarchies with Sparse Codes https://openreview.net/pdf?id=Hygv3xrtDr REFINING MONTE CARLO TREE SEARCH AGENTS BY MONTE CARLO TREE SEARCH https://openreview.net/pdf?id=HkgU3xBtDS WHAT DATA IS USEFUL FOR MY DATA: TRANSFER LEARNING WITH A MIXTURE OF SELF-SUPERVISED EXPERTS https://openreview.net/pdf?id=r1lI3ertwH A Bilingual Generative Transformer for Semantic Sentence Embedding https://openreview.net/pdf?id=SkgS2lBFPS Learning to Coordinate Manipulation Skills via Skill Behavior Diversification https://openreview.net/pdf?id=ryxB2lBtvH DeepPCM: Predicting Protein-Ligand Binding using Unsupervised Learned Representations https://openreview.net/pdf?id=SklEhlHtPr Ternary MobileNets via Per-Layer Hybrid Filter Banks https://openreview.net/pdf?id=S1lVhxSYPH Constant Curvature Graph Convolutional Networks https://openreview.net/pdf?id=BJg73xHtvr Variational Information Bottleneck for Unsupervised Clustering: Deep Gaussian Mixture Embedding https://openreview.net/pdf?id=HyxQ3gSKvr Combining graph and sequence information to learn protein representations https://openreview.net/pdf?id=Skx73lBFDS FINBERT: FINANCIAL SENTIMENT ANALYSIS WITH PRE-TRAINED LANGUAGE MODELS https://openreview.net/pdf?id=HylznxrYDr Cancer homogeneity in single cell revealed by Bi-state model and Binary matrix factorization https://openreview.net/pdf?id=rygGnertwH Robust Subspace Recovery Layer for Unsupervised Anomaly Detection https://openreview.net/pdf?id=rylb3eBtwr Learning Nearly Decomposable Value Functions Via Communication Minimization https://openreview.net/pdf?id=HJx-3grYDB Batch Normalization is a Cause of Adversarial Vulnerability https://openreview.net/pdf?id=H1x-3xSKDr Undersensitivity in Neural Reading Comprehension https://openreview.net/pdf?id=HkgxheBFDS Extreme Classification via Adversarial Softmax Approximation https://openreview.net/pdf?id=rJxe3xSYDS IS THE LABEL TRUSTFUL: TRAINING BETTER DEEP LEARNING MODEL VIA UNCERTAINTY MINING NET https://openreview.net/pdf?id=S1ly2grtvB Information Geometry of Orthogonal Initializations and Training https://openreview.net/pdf?id=rkg1ngrFPr Multi-Step Decentralized Domain Adaptation https://openreview.net/pdf?id=Hkg0olStDr Mixed Precision DNNs: All you need is a good parametrization https://openreview.net/pdf?id=Hyx0slrFvH PROGRESSIVE LEARNING AND DISENTANGLEMENT OF HIERARCHICAL REPRESENTATIONS https://openreview.net/pdf?id=SJxpsxrYPS Co-Attentive Equivariant Neural Networks: Focusing Equivariance On Transformations Co-Ocurring in Data https://openreview.net/pdf?id=r1g6ogrtDr Improving the Gating Mechanism of Recurrent Neural Networks https://openreview.net/pdf?id=r1lnigSFDr Learning to Transfer via Modelling Multi-level Task Dependency https://openreview.net/pdf?id=BklhsgSFvB Latent Variables on Spheres for Sampling and Inference https://openreview.net/pdf?id=rJx2slSKDS Deep Orientation Uncertainty Learning based on a Bingham Loss https://openreview.net/pdf?id=ryloogSKDS Analyzing Privacy Loss in Updates of Natural Language Models https://openreview.net/pdf?id=B1xoserKPH Learning from Positive and Unlabeled Data with Adversarial Training https://openreview.net/pdf?id=HygPjlrYvB Deep exploration by novelty-pursuit with maximum state entropy https://openreview.net/pdf?id=rygUoeHKvB Reconstructing continuous distributions of 3D protein structure from cryo-EM images https://openreview.net/pdf?id=SJxUjlBtwB Deep Evidential Uncertainty https://openreview.net/pdf?id=S1eSoeSYwr Tree-structured Attention Module for Image Classification https://openreview.net/pdf?id=r1xBoxBYDH Generalization of Two-layer Neural Networks: An Asymptotic Viewpoint https://openreview.net/pdf?id=H1gBsgBYwH Better Knowledge Retention through Metric Learning https://openreview.net/pdf?id=r1lEjlHKPH Winning the Lottery with Continuous Sparsification https://openreview.net/pdf?id=BJe4oxHYPB Critical initialisation in continuous approximations of binary neural networks https://openreview.net/pdf?id=rylmoxrFDH Learning to Learn via Gradient Component Corrections https://openreview.net/pdf?id=H1g7sxHKPr LEARNING DIFFICULT PERCEPTUAL TASKS WITH HODGKIN-HUXLEY NETWORKS https://openreview.net/pdf?id=H1lMogrKDH Filter redistribution templates for iteration-lessconvolutional model reduction https://openreview.net/pdf?id=SkxMjxHYPS Universal Safeguarded Learned Convex Optimization with Guaranteed Convergence https://openreview.net/pdf?id=HkxZigSYwS A Gradient-Based Approach to Neural Networks Structure Learning https://openreview.net/pdf?id=Bye-sxHFwB Sub-policy Adaptation for Hierarchical Reinforcement Learning https://openreview.net/pdf?id=ByeWogStDS AdvCodec: Towards A Unified Framework for Adversarial Text Generation https://openreview.net/pdf?id=rkeeoeHYvr PROVABLY BENEFITS OF DEEP HIERARCHICAL RL https://openreview.net/pdf?id=ByxloeHFPS Learning Latent State Spaces for Planning through Reward Prediction https://openreview.net/pdf?id=ByxJjlHKwr Variational lower bounds on mutual information based on nonextensive statistical mechanics https://openreview.net/pdf?id=HJgR5lSFwr Hope For The Best But Prepare For The Worst: Cautious Adaptation In RL Agents https://openreview.net/pdf?id=BkxA5lBFvH Semi-Supervised Boosting via Self Labelling https://openreview.net/pdf?id=rJl0ceBtDH Fractional Graph Convolutional Networks (FGCN) for Semi-Supervised Learning https://openreview.net/pdf?id=BygacxrFwS Antifragile and Robust Heteroscedastic Bayesian Optimisation https://openreview.net/pdf?id=B1lTqgSFDH Generalizing Reinforcement Learning to Unseen Actions https://openreview.net/pdf?id=rkx35lHKwB Provable Representation Learning for Imitation Learning via Bi-level Optimization https://openreview.net/pdf?id=HkxnclHKDr Episodic Reinforcement Learning with Associative Memory https://openreview.net/pdf?id=HkxjqxBYDB Flexible and Efficient Long-Range Planning Through Curious Exploration https://openreview.net/pdf?id=r1xo9grKPr Learning to Prove Theorems by Learning to Generate Theorems https://openreview.net/pdf?id=BJxiqxSYPB Depth-Width Trade-offs for ReLU Networks via Sharkovsky's Theorem https://openreview.net/pdf?id=BJe55gBtvH Common sense and Semantic-Guided Navigation via Language in Embodied Environments https://openreview.net/pdf?id=Bkx5ceHFwH Gradient-based training of Gaussian Mixture Models in High-Dimensional Spaces https://openreview.net/pdf?id=HyeKcgHFvS Neural Phrase-to-Phrase Machine Translation https://openreview.net/pdf?id=S1gtclSFvr At Your Fingertips: Automatic Piano Fingering Detection https://openreview.net/pdf?id=H1MOqeHYvB Energy-based models for atomic-resolution protein conformations https://openreview.net/pdf?id=S1e_9xrFvS Federated Learning with Matched Averaging https://openreview.net/pdf?id=BkluqlSFDS Clustered Reinforcement Learning https://openreview.net/pdf?id=BylD9eSYPS Understanding the (Un)interpretability of Natural Image Distributions Using Generative Models https://openreview.net/pdf?id=HJxw9lStPH Pitfalls of In-Domain Uncertainty Estimation and Ensembling in Deep Learning https://openreview.net/pdf?id=BJxI5gHKDr Efficient and Robust Asynchronous Federated Learning with Stragglers https://openreview.net/pdf?id=B1lL9grYDS Handwritten Amharic Character Recognition System Using Convolutional Neural Networks https://openreview.net/pdf?id=rJxHcgStwr Effects of Linguistic Labels on Learned Visual Representations in Convolutional Neural Networks: Labels matter! https://openreview.net/pdf?id=r1xH5xHYwH Differentiable Programming for Physical Simulation https://openreview.net/pdf?id=B1eB5xSFvr Fooling Pre-trained Language Models: An Evolutionary Approach to Generate Wrong Sentences with High Acceptability Score https://openreview.net/pdf?id=S1gV5gHKvB Implicit Rugosity Regularization via Data Augmentation https://openreview.net/pdf?id=HJg4qxSKPB A Mutual Information Maximization Perspective of Language Representation Learning https://openreview.net/pdf?id=Syx79eBKwr Goal-Conditioned Video Prediction https://openreview.net/pdf?id=B1g79grKPr Accelerate DNN Inference By Inter-Operator Parallelization https://openreview.net/pdf?id=HJezqlrKvr Compression without Quantization https://openreview.net/pdf?id=HyeG9lHYwH Geometry-Aware Visual Predictive Models of Intuitive Physics https://openreview.net/pdf?id=Bklfcxrtvr Growing Up Together: Structured Exploration for Large Action Spaces https://openreview.net/pdf?id=HylZ5grKvB Adversarial Training with Voronoi Constraints https://openreview.net/pdf?id=HJeb9xSYwB A Non-asymptotic comparison of SVRG and SGD: tradeoffs between compute and speed https://openreview.net/pdf?id=HyleclHKvS RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL Parsers https://openreview.net/pdf?id=H1egcgHtvB Towards Understanding the Spectral Bias of Deep Learning https://openreview.net/pdf?id=BJg15lrKvS Domain Adaptive Multiflow Networks https://openreview.net/pdf?id=rJxycxHKDS Unbiased Contrastive Divergence Algorithm for Training Energy-Based Latent Variable Models https://openreview.net/pdf?id=r1eyceSYPr Unsupervised Distillation of Syntactic Information from Contextualized Word Representations https://openreview.net/pdf?id=HJlRFlHFPS Optimal Unsupervised Domain Translation https://openreview.net/pdf?id=H1eRYxHYPB Multi-task Network Embedding with Adaptive Loss Weighting https://openreview.net/pdf?id=rkgTKerYwr Biologically Plausible Neural Networks via Evolutionary Dynamics and Dopaminergic Plasticity https://openreview.net/pdf?id=rkg6FgrtPB ON SOLVING COOPERATIVE DECENTRALIZED MARL PROBLEMS WITH SPARSE REINFORCEMENTS https://openreview.net/pdf?id=SJe2YxBtPB Continual Learning using the SHDL Framework with Skewed Replay Distributions https://openreview.net/pdf?id=BkghKgStPH Semi-supervised Autoencoding Projective Dependency Parsing https://openreview.net/pdf?id=B1lsFlrKDr Differentiable Reasoning over a Virtual Knowledge Base https://openreview.net/pdf?id=SJxstlHFPH Making Sense of Reinforcement Learning and Probabilistic Inference https://openreview.net/pdf?id=S1xitgHtvS Negative Sampling in Variational Autoencoders https://openreview.net/pdf?id=BJlqYlrtPB Improved Training of Certifiably Robust Models https://openreview.net/pdf?id=HygqFlBtPS Unsupervised Generative 3D Shape Learning from Natural Images https://openreview.net/pdf?id=HJgKYlSKvr Diagnosing the Environment Bias in Vision-and-Language Navigation https://openreview.net/pdf?id=S1eYKlrYvr Towards Holistic and Automatic Evaluation of Open-Domain Dialogue Generation https://openreview.net/pdf?id=BJg_FgBtPH Learning Mahalanobis Metric Spaces via Geometric Approximation Algorithms https://openreview.net/pdf?id=SkluFgrFwH Laconic Image Classification: Human vs. Machine Performance https://openreview.net/pdf?id=rJgPFgHFwr Prediction Poisoning: Towards Defenses Against DNN Model Stealing Attacks https://openreview.net/pdf?id=SyevYxHtDB Reinforcement Learning with Structured Hierarchical Grammar Representations of Actions https://openreview.net/pdf?id=SJxDKerKDS The Usual Suspects? Reassessing Blame for VAE Posterior Collapse https://openreview.net/pdf?id=r1lIKlSYvH Dynamical System Embedding for Efficient Intrinsically Motivated Artificial Agents https://openreview.net/pdf?id=SyxIterYwS BERT for Sequence-to-Sequence Milti-Label Text Classification https://openreview.net/pdf?id=BJeHFlBYvB SCALABLE OBJECT-ORIENTED SEQUENTIAL GENERATIVE MODELS https://openreview.net/pdf?id=SJxrKgStDH Evaluations and Methods for Explanation through Robustness Analysis https://openreview.net/pdf?id=Hye4KeSYDr Attributed Graph Learning with 2-D Graph Convolution https://openreview.net/pdf?id=B1gNKxrYPB Stochastic Neural Physics Predictor https://openreview.net/pdf?id=HkgXteBYPB Neural tangent kernels, transportation mappings, and universal approximation https://openreview.net/pdf?id=HklQYxBKwS Pragmatic Evaluation of Adversarial Examples in Natural Language https://openreview.net/pdf?id=BkxmKgHtwH Learning to Move with Affordance Maps https://openreview.net/pdf?id=BJgMFxrYPB Towards Interpreting Deep Neural Networks via Understanding Layer Behaviors https://openreview.net/pdf?id=rkxMKerYwr Deep Learning For Symbolic Mathematics https://openreview.net/pdf?id=S1eZYeHFDS Deep Interaction Processes for Time-Evolving Graphs https://openreview.net/pdf?id=HyxWteSFwS Differentiable learning of numerical rules in knowledge graphs https://openreview.net/pdf?id=rJleKgrKwS Consistency Regularization for Generative Adversarial Networks https://openreview.net/pdf?id=S1lxKlSKPH On Generalization Error Bounds of Noisy Gradient Methods for Non-Convex Learning https://openreview.net/pdf?id=SkxxtgHKPS Lyceum: An efficient and scalable ecosystem for robot learning https://openreview.net/pdf?id=SyxytxBFDr SUMO: Unbiased Estimation of Log Marginal Probability for Latent Variable Models https://openreview.net/pdf?id=SylkYeHtwr In-training Matrix Factorization for Parameter-frugal Neural Machine Translation https://openreview.net/pdf?id=HJg0_eBFwB Benefits of Overparameterization in Single-Layer Latent Variable Generative Models https://openreview.net/pdf?id=rkg0_eHtDr Implicit competitive regularization in GANs https://openreview.net/pdf?id=SkxaueHFPB Scale-Equivariant Steerable Networks https://openreview.net/pdf?id=HJgpugrKPS Extreme Language Model Compression with Optimal Subwords and Shared Projections https://openreview.net/pdf?id=S1x6ueSKPr DeepSphere: a graph-based spherical CNN https://openreview.net/pdf?id=B1e3OlStPB Improved Training Techniques for Online Neural Machine Translation https://openreview.net/pdf?id=rke3OxSKwr GRASPEL: GRAPH SPECTRAL LEARNING AT SCALE https://openreview.net/pdf?id=BJes_xStwS Overcoming Catastrophic Forgetting via Hessian-free Curvature Estimates https://openreview.net/pdf?id=H1ls_eSKPH Score and Lyrics-Free Singing Voice Generation https://openreview.net/pdf?id=HygcdeBFvr Neural Video Encoding https://openreview.net/pdf?id=Byeq_xHtwS Interactive Classification by Asking Informative Questions https://openreview.net/pdf?id=rkx9_gHtvS Classification-Based Anomaly Detection for General Data https://openreview.net/pdf?id=H1lK_lBtvS Mixture Density Networks Find Viewpoint the Dominant Factor for Accurate Spatial Offset Regression https://openreview.net/pdf?id=ByeYOerFvr Distributed Training Across the World https://openreview.net/pdf?id=SJeuueSYDH Unrestricted Adversarial Examples via Semantic Manipulation https://openreview.net/pdf?id=Sye_OgHFwH Stochastic Latent Actor-Critic: Deep Reinforcement Learning with a Latent Variable Model https://openreview.net/pdf?id=HJxDugSFDB Closed loop deep Bayesian inversion: Uncertainty driven acquisition for fast MRI https://openreview.net/pdf?id=BJlPOlBKDB OBJECT-ORIENTED REPRESENTATION OF 3D SCENES https://openreview.net/pdf?id=BJg8_xHtPr Discriminative Particle Filter Reinforcement Learning for Complex Partial observations https://openreview.net/pdf?id=HJl8_eHYvS Learning to Group: A Bottom-Up Framework for 3D Part Discovery in Unseen Categories https://openreview.net/pdf?id=rkl8dlHYvB State Alignment-based Imitation Learning https://openreview.net/pdf?id=rylrdxHFDr Reweighted Proximal Pruning for Large-Scale Language Representation https://openreview.net/pdf?id=r1gBOxSFwr Neural Arithmetic Units https://openreview.net/pdf?id=H1gNOeHKPS Lipschitz constant estimation for Neural Networks via sparse polynomial optimization https://openreview.net/pdf?id=rJe4_xSFDB Random Bias Initialization Improving Binary Neural Network Training https://openreview.net/pdf?id=SJx4Ogrtvr Meta-RCNN: Meta Learning for Few-Shot Object Detection https://openreview.net/pdf?id=B1xmOgrFPS Adversarially learned anomaly detection for time series data https://openreview.net/pdf?id=SJeQdeBtwB HOW THE CHOICE OF ACTIVATION AFFECTS TRAINING OF OVERPARAMETRIZED NEURAL NETS https://openreview.net/pdf?id=rkgfdeBYvH Multi-Precision Policy Enforced Training (MuPPET) : A precision-switching strategy for quantised fixed-point training of CNNs https://openreview.net/pdf?id=H1xzdlStvB Deep Spike Decoder (DSD) https://openreview.net/pdf?id=S1eZOeBKDS Isolating Latent Structure with Cross-population Variational Autoencoders https://openreview.net/pdf?id=r1eWdlBFwS Learning Compact Embedding Layers via Differentiable Product Quantization https://openreview.net/pdf?id=BJxbOlSKPr Accelerating First-Order Optimization Algorithms https://openreview.net/pdf?id=HkxedlrFwB Physics-Aware Flow Data Completion Using Neural Inpainting https://openreview.net/pdf?id=BylldxBYwH Imagine That! Leveraging Emergent Affordances for Tool Synthesis in Reaching Tasks https://openreview.net/pdf?id=BkeyOxrYwH Provable Filter Pruning for Efficient Neural Networks https://openreview.net/pdf?id=BJxkOlSYDH ADAPTIVE GENERATION OF PROGRAMMING PUZZLES https://openreview.net/pdf?id=HJeRveHKDH Learning transitional skills with intrinsic motivation https://openreview.net/pdf?id=ryeRwlSYPH Quantifying uncertainty with GAN-based priors https://openreview.net/pdf?id=HyeAPeBFwS End to End Trainable Active Contours via Differentiable Rendering https://openreview.net/pdf?id=rkxawlHKDr Plan2Vec: Unsupervised Representation Learning by Latent Plans https://openreview.net/pdf?id=Bye6weHFvB Uncertainty-aware Variational-Recurrent Imputation Network for Clinical Time Series https://openreview.net/pdf?id=ryg2wlSFwS Compositional Continual Language Learning https://openreview.net/pdf?id=rklnDgHtDS Out-of-Distribution Image Detection Using the Normalized Compression Distance https://openreview.net/pdf?id=H1livgrFvr Discriminative Variational Autoencoder for Continual Learning with Generative Replay https://openreview.net/pdf?id=SJxjPxSYDH Connectivity-constrained interactive annotations for panoptic segmentation https://openreview.net/pdf?id=HkliveStvH On learning visual odometry errors https://openreview.net/pdf?id=SklqvxSFDB Regularization Matters in Policy Optimization https://openreview.net/pdf?id=B1lqDertwr Adaptive Online Planning for Continual Lifelong Learning https://openreview.net/pdf?id=HkgFDgSYPH Measuring causal influence with back-to-back regression: the linear case https://openreview.net/pdf?id=B1lKDlHtwS Regularizing Predictions via Class-wise Self-knowledge Distillation https://openreview.net/pdf?id=BJluPerYvB Multi-source Multi-view Transfer Learning in Neural Topic Modeling with Pretrained Topic and Word Embeddings https://openreview.net/pdf?id=ByxODxHYwB Adversarial Lipschitz Regularization https://openreview.net/pdf?id=Bke_DertPB Reasoning-Aware Graph Convolutional Network for Visual Question Answering https://openreview.net/pdf?id=SkgPvlSYwS SGD Learns One-Layer Networks in WGANs https://openreview.net/pdf?id=rJePwgSYwB Localized Meta-Learning: A PAC-Bayes Analysis for Meta-Leanring Beyond Global Prior https://openreview.net/pdf?id=r1gIwgSYwr FNNP: Fast Neural Network Pruning Using Adaptive Batch Normalization https://openreview.net/pdf?id=rJeUPlrYvr Adversarial Training and Provable Defenses: Bridging the Gap https://openreview.net/pdf?id=SJxSDxrKDr Finding Deep Local Optima Using Network Pruning https://openreview.net/pdf?id=SyeHPgHFDr Adversarial Training Generalizes Data-dependent Spectral Norm Regularization https://openreview.net/pdf?id=S1ervgHFwS Knowledge Transfer via Student-Teacher Collaboration https://openreview.net/pdf?id=H1lVvgHKDr A Function Space View of Bounded Norm Infinite Width ReLU Nets: The Multivariate Case https://openreview.net/pdf?id=H1lNPxHKDH Weight-space symmetry in neural network loss landscapes revisited https://openreview.net/pdf?id=rkxmPgrKwB Differentiable Bayesian Neural Network Inference for Data Streams https://openreview.net/pdf?id=rJx7wlSYvB Efficient Transformer for Mobile Applications https://openreview.net/pdf?id=ByeMPlHKPH Learning by shaking: Computing policy gradients by physical forward-propagation https://openreview.net/pdf?id=r1gfweBFPB Occlusion resistant learning of intuitive physics from videos https://openreview.net/pdf?id=HylfPgHYvr Quantum Graph Neural Networks https://openreview.net/pdf?id=rkxZveSFDS Statistical Verification of General Perturbations by Gaussian Smoothing https://openreview.net/pdf?id=B1eZweHFwr Localised Generative Flows https://openreview.net/pdf?id=SyegvgHtwr TransINT: Embedding Implication Rules in Knowledge Graphs with Isomorphic Intersections of Linear Subspaces https://openreview.net/pdf?id=r1lxvxBtvr Robust Few-Shot Learning with Adversarially Queried Meta-Learners https://openreview.net/pdf?id=SyekweSFPr Certifying Neural Network Audio Classifiers https://openreview.net/pdf?id=HJxkvlBtwH Collaborative Training of Balanced Random Forests for Open Set Domain Adaptation https://openreview.net/pdf?id=SkeJPertPS PAC-Bayesian Neural Network Bounds https://openreview.net/pdf?id=HkgR8erKwB Semi-Implicit Back Propagation https://openreview.net/pdf?id=SyeRIgBYDB Mutual Information Gradient Estimation for Representation Learning https://openreview.net/pdf?id=ByxaUgrFvH Qgraph-bounded Q-learning: Stabilizing Model-Free Off-Policy Deep Reinforcement Learning https://openreview.net/pdf?id=HygTUxHKwH Iterative Deep Graph Learning for Graph Neural Networks https://openreview.net/pdf?id=Bkl2UlrFwr Mint: Matrix-Interleaving for Multi-Task Learning https://openreview.net/pdf?id=BJxnIxSKDr Learning Cluster Structured Sparsity by Reweighting https://openreview.net/pdf?id=Byl28eBtwH Selfish Emergent Communication https://openreview.net/pdf?id=B1liIlBKvS Decoupling Adaptation from Modeling with Meta-Optimizers for Meta Learning https://openreview.net/pdf?id=BkljIlHtvS Imitation Learning of Robot Policies using Language, Vision and Motion https://openreview.net/pdf?id=Bkg5LgrYwS Improving Visual Relation Detection using Depth Maps https://openreview.net/pdf?id=HkxcUxrFPS Semi-supervised Pose Estimation with Geometric Latent Representations https://openreview.net/pdf?id=S1et8gBKwH Identifying Weights and Architectures of Unknown ReLU Networks https://openreview.net/pdf?id=HklFUlBKPB Unsupervised Domain Adaptation through Self-Supervision https://openreview.net/pdf?id=S1lF8xHYwS Improving Gradient Estimation in Evolutionary Strategies With Past Descent Directions https://openreview.net/pdf?id=H1lOUeSFvB $\alpha^{\alpha}$-Rank: Scalable Multi-agent Evaluation through Evolution https://openreview.net/pdf?id=Hkg_8xBYDS Variable Complexity in the Univariate and Multivariate Structural Causal Model https://openreview.net/pdf?id=BJlPLlrFvH Regularizing activations in neural networks via distribution matching with the Wassertein metric https://openreview.net/pdf?id=rygwLgrYPB RefNet: Automatic Essay Scoring by Pairwise Comparison https://openreview.net/pdf?id=SyePUgBtPr Gradient Descent Maximizes the Margin of Homogeneous Neural Networks https://openreview.net/pdf?id=SJeLIgBKPS Mixed Precision Training With 8-bit Floating Point https://openreview.net/pdf?id=HJe88xBKPr An Empirical and Comparative Analysis of Data Valuation with Scalable Algorithms https://openreview.net/pdf?id=SygBIxSFDS Consistent Meta-Reinforcement Learning via Model Identification and Experience Relabeling https://openreview.net/pdf?id=SygSLlStwS Transferring Optimality Across Data Distributions via Homotopy Methods https://openreview.net/pdf?id=S1gEIerYwH Latent Normalizing Flows for Many-to-Many Cross Domain Mappings https://openreview.net/pdf?id=SJxE8erKDH Learning Multi-Agent Communication Through Structured Attentive Reasoning https://openreview.net/pdf?id=H1lVIxHtPS Dynamic Model Pruning with Feedback https://openreview.net/pdf?id=SJem8lSFwB $\ell_1$ Adversarial Robustness Certificates: a Randomized Smoothing Approach https://openreview.net/pdf?id=H1lQIgrFDS On the interaction between supervision and self-play in emergent communication https://openreview.net/pdf?id=rJxGLlBtwH CNAS: Channel-Level Neural Architecture Search https://openreview.net/pdf?id=rklfIeSFwS FLAT MANIFOLD VAES https://openreview.net/pdf?id=SkgWIxSFvr Slow Thinking Enables Task-Uncertain Lifelong and Sequential Few-Shot Learning https://openreview.net/pdf?id=HklbIerFDS A Meta-Transfer Objective for Learning to Disentangle Causal Mechanisms https://openreview.net/pdf?id=ryxWIgBFPS Expected Information Maximization: Using the I-Projection for Mixture Density Estimation https://openreview.net/pdf?id=ByglLlHFDS Through the Lens of Neural Network: Analyzing Neural QA Models via Quantized Latent Representation https://openreview.net/pdf?id=HkgeUeHFPB All Simulations Are Not Equal: Simulation Reweighing for Imperfect Information Games https://openreview.net/pdf?id=HJlyLgrFvB Truth or backpropaganda? An empirical investigation of deep learning theory https://openreview.net/pdf?id=HyxyIgHFvr Learning to Rank Learning Curves https://openreview.net/pdf?id=BJxAHgSYDB Set Functions for Time Series https://openreview.net/pdf?id=ByxCrerKvS I love your chain mail! Making knights smile in a fantasy game world https://openreview.net/pdf?id=BJxRrlBFwB Masked Translation Model https://openreview.net/pdf?id=HygaSxHYvH MissDeepCausal: causal inference from incomplete data using deep latent variable models https://openreview.net/pdf?id=SylpBgrKPH Variational Constrained Reinforcement Learning with Application to Planning at Roundabout https://openreview.net/pdf?id=H1e3HlSFDr Efficient Deep Representation Learning by Adaptive Latent Space Sampling https://openreview.net/pdf?id=Byl3HxBFwH Learning Functionally Decomposed Hierarchies for Continuous Navigation Tasks https://openreview.net/pdf?id=r1nSxrKPH Deep Audio Priors Emerge From Harmonic Convolutional Networks https://openreview.net/pdf?id=rygjHxrYDB Drawing Early-Bird Tickets: Toward More Efficient Training of Deep Networks https://openreview.net/pdf?id=BJxsrgStvr On Understanding Knowledge Graph Representation https://openreview.net/pdf?id=SygcSlHFvS Encoding Musical Style with Transformer Autoencoders https://openreview.net/pdf?id=Hkg9HgBYwH Collaborative Inter-agent Knowledge Distillation for Reinforcement Learning https://openreview.net/pdf?id=BkeYSlrYwH Gauge Equivariant Spherical CNNs https://openreview.net/pdf?id=HJeYSxHFDS INTERPRETING CNN PREDICTION THROUGH LAYER - WISE SELECTED DISCERNIBLE NEURONS https://openreview.net/pdf?id=HylYBlBYvB Preventing Imitation Learning with Adversarial Policy Ensembles https://openreview.net/pdf?id=ryxOBgBFPH On the Anomalous Generalization of GANs https://openreview.net/pdf?id=BJldrxBtwB Improving Generalization in Meta Reinforcement Learning using Neural Objectives https://openreview.net/pdf?id=S1evHerYPr A closer look at the approximation capabilities of neural networks https://openreview.net/pdf?id=rkevSgrtPr VIMPNN: A physics informed neural network for estimating potential energies of out-of-equilibrium systems https://openreview.net/pdf?id=HJl8SgHtwr SLM Lab: A Comprehensive Benchmark and Modular Software Framework for Reproducible Deep Reinforcement Learning https://openreview.net/pdf?id=S1gLBgBtDH Resolving Lexical Ambiguity in English–Japanese Neural Machine Translation https://openreview.net/pdf?id=HJeIrlSFDH Data-Efficient Image Recognition with Contrastive Predictive Coding https://openreview.net/pdf?id=rJerHlrYwH Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps https://openreview.net/pdf?id=BkgrBgSYDS wMAN: WEAKLY-SUPERVISED MOMENT ALIGNMENT NETWORK FOR TEXT-BASED VIDEO SEGMENT RETRIEVAL https://openreview.net/pdf?id=BJx4rerFwB Residual Energy-Based Models for Text Generation https://openreview.net/pdf?id=B1l4SgHKDH AtomNAS: Fine-Grained End-to-End Neural Architecture Search https://openreview.net/pdf?id=BylQSxHFwr The Power of Semantic Similarity based Soft-Labeling for Generalized Zero-Shot Learning https://openreview.net/pdf?id=B1lmSeHKwB AugMix: A Simple Method to Improve Robustness and Uncertainty under Data Shift https://openreview.net/pdf?id=S1gmrxHFvB Learning Latent Dynamics for Partially-Observed Chaotic Systems https://openreview.net/pdf?id=BygMreSYPB Exploration via Flow-Based Intrinsic Rewards https://openreview.net/pdf?id=SkxzSgStPS Learning Underlying Physical Properties From Observations For Trajectory Prediction https://openreview.net/pdf?id=BJgZBxBYPB SPREAD DIVERGENCE https://openreview.net/pdf?id=SJeWHlSYDB GraphQA: Protein Model Quality Assessment using Graph Convolutional Network https://openreview.net/pdf?id=HyxgBerKwB Disentanglement through Nonlinear ICA with General Incompressible-flow Networks (GIN) https://openreview.net/pdf?id=rygeHgSFDH DEEP GRAPH SPECTRAL EVOLUTION NETWORKS FOR GRAPH TOPOLOGICAL TRANSFORMATION https://openreview.net/pdf?id=rkxgHerKvH Angular Visual Hardness https://openreview.net/pdf?id=HkxJHlrFvr Deep Relational Factorization Machines https://openreview.net/pdf?id=HJgySxSKvB Towards Scalable Imitation Learning for Multi-Agent Systems with Graph Neural Networks https://openreview.net/pdf?id=HJeANgBYwr On the Parameterization of Gaussian Mean Field Posteriors in Bayesian Neural Networks https://openreview.net/pdf?id=BkxREeHKPS MEMORY-BASED GRAPH NETWORKS https://openreview.net/pdf?id=r1laNeBYPB Mem2Mem: Learning to Summarize Long Texts with Memory-to-Memory Transfer https://openreview.net/pdf?id=H1xTEgBKvB GQ-Net: Training Quantization-Friendly Deep Networks https://openreview.net/pdf?id=Hkx3ElHYwS An Empirical Study of Encoders and Decoders in Graph-Based Dependency Parsing https://openreview.net/pdf?id=r1ehEgHKwH ExpandNets: Linear Over-parameterization to Train Compact Convolutional Networks https://openreview.net/pdf?id=B1x3EgHtwB Variational Template Machine for Data-to-Text Generation https://openreview.net/pdf?id=HkejNgBtPB Phase Transitions for the Information Bottleneck in Representation Learning https://openreview.net/pdf?id=HJloElBYvB PopSGD: Decentralized Stochastic Gradient Descent in the Population Model https://openreview.net/pdf?id=BkgqExrYvS Symmetric-APL Activations: Training Insights and Robustness to Adversarial Attacks https://openreview.net/pdf?id=B1ecVlrtDr Faster and Just As Accurate: A Simple Decomposition for Transformer Models https://openreview.net/pdf?id=B1gKVeBtDH Hidden incentives for self-induced distributional shift https://openreview.net/pdf?id=SJeFNlHtPS The divergences minimized by non-saturating GAN training https://openreview.net/pdf?id=BygY4grYDr The Differentiable Cross-Entropy Method https://openreview.net/pdf?id=HJluEeHKwH Atomic Compression Networks https://openreview.net/pdf?id=S1xO4xHFvB Continual learning with hypernetworks https://openreview.net/pdf?id=SJgwNerKvB Few-Shot Regression via Learning Sparsifying Basis Functions https://openreview.net/pdf?id=BJxDNxSFDH Understanding and Training Deep Diagonal Circulant Neural Networks https://openreview.net/pdf?id=rygL4gStDS Removing input features via a generative model to explain their attributions to classifier's decisions https://openreview.net/pdf?id=H1eLVxrKwS Top-down training for neural networks https://openreview.net/pdf?id=rJg8NertPr Demystifying Graph Neural Network Via Graph Filter Assessment https://openreview.net/pdf?id=r1erNxBtwr Towards Certified Defense for Unrestricted Adversarial Attacks https://openreview.net/pdf?id=S1lBVgHYvr Permutation Equivariant Models for Compositional Generalization in Language https://openreview.net/pdf?id=SylVNerFvr Training binary neural networks with real-to-binary convolutions https://openreview.net/pdf?id=BJg4NgBKvH DO-AutoEncoder: Learning and Intervening Bivariate Causal Mechanisms in Images https://openreview.net/pdf?id=r1e7NgrYvH StructBERT: Incorporating Language Structures into Pre-training for Deep Language Understanding https://openreview.net/pdf?id=BJgQ4lSFPH Multichannel Generative Language Models https://openreview.net/pdf?id=r1xQNlBYPS Smooth markets: A basic mechanism for organizing gradient-based learners https://openreview.net/pdf?id=B1xMEerYvB Enhancing the Transformer with explicit relational encoding for math problem solving https://openreview.net/pdf?id=B1xfElrKPr Ergodic Inference: Accelerate Convergence by Optimisation https://openreview.net/pdf?id=HkxZVlHYvH SemanticAdv: Generating Adversarial Examples via Attribute-Conditional Image Editing https://openreview.net/pdf?id=r1l-VeSKwS Uncertainty - sensitive learning and planning with ensembles https://openreview.net/pdf?id=SkglVlSFPS Fair Resource Allocation in Federated Learning https://openreview.net/pdf?id=ByexElSYDr Continual Learning via Principal Components Projection https://openreview.net/pdf?id=SkxlElBYDS Task-Mediated Representation Learning https://openreview.net/pdf?id=HklJ4gSFPS Convolutional Conditional Neural Processes https://openreview.net/pdf?id=Skey4eBYPS Self-Induced Curriculum Learning in Neural Machine Translation https://openreview.net/pdf?id=rJxRmlStDB CWAE-IRL: Formulating a supervised approach to Inverse Reinforcement Learning problem https://openreview.net/pdf?id=rJlCXlBtwH A Quality-Diversity Controllable GAN for Text Generation https://openreview.net/pdf?id=rJlTXxSFPr Newton Residual Learning https://openreview.net/pdf?id=BkxaXeHYDB Hydra: Preserving Ensemble Diversity for Model Distillation https://openreview.net/pdf?id=ByeaXeBFvH Few-Shot Few-Shot Learning and the role of Spatial Attention https://openreview.net/pdf?id=H1l2mxHKvr BAIL: Best-Action Imitation Learning for Batch Deep Reinforcement Learning https://openreview.net/pdf?id=BJlnmgrFvS Lossless Data Compression with Transformer https://openreview.net/pdf?id=Hygi7xStvS Meta-Learning with Warped Gradient Descent https://openreview.net/pdf?id=rkeiQlBFPB Never Give Up: Learning Directed Exploration Strategies https://openreview.net/pdf?id=Sye57xStvB AdvectiveNet: An Eulerian-Lagrangian Fluidic Reservoir for Point Cloud Processing https://openreview.net/pdf?id=H1eqQeHFDS Unsupervised Spatiotemporal Data Inpainting https://openreview.net/pdf?id=rylqmxBKvH Transferable Recognition-Aware Image Processing https://openreview.net/pdf?id=r1xF7lSYDS GMM-UNIT: Unsupervised Multi-Domain and Multi-Modal Image-to-Image Translation via Attribute Gaussian Mixture Modelling https://openreview.net/pdf?id=HkeFQgrFDr Transfer Active Learning For Graph Neural Networks https://openreview.net/pdf?id=BklOXeBFDS Trajectory growth through random deep ReLU networks https://openreview.net/pdf?id=rkedXgrKDH Frequency Pooling: Shift-Equivalent and Anti-Aliasing Down Sampling https://openreview.net/pdf?id=SyxD7lrFPH Improving Sequential Latent Variable Models with Autoregressive Flows https://openreview.net/pdf?id=HklvmlrKPB SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference https://openreview.net/pdf?id=rkgvXlrKwH Sparse Transformer: Concentrated Attention Through Explicit Selection https://openreview.net/pdf?id=Hye87grYDH Minimizing Change in Classifier Likelihood to Mitigate Catastrophic Forgetting https://openreview.net/pdf?id=BJlLQlrFwS Scheduled Intrinsic Drive: A Hierarchical Take on Intrinsically Motivated Exploration https://openreview.net/pdf?id=SklSQgHFDS You CAN Teach an Old Dog New Tricks! On Training Knowledge Graph Embeddings https://openreview.net/pdf?id=BkxSmlBFvr Unsupervised Learning of Graph Hierarchical Abstractions with Differentiable Coarsening and Optimal Transport https://openreview.net/pdf?id=Bkf4XgrKvS Defensive Tensorization: Randomized Tensor Parametrization for Robust Neural Networks https://openreview.net/pdf?id=r1gEXgBYDH Question Generation from Paragraphs: A Tale of Two Hierarchical Models https://openreview.net/pdf?id=BJeVXgBKDH Robust Reinforcement Learning via Adversarial Training with Langevin Dynamics https://openreview.net/pdf?id=BJl7mxBYvB Embodied Multimodal Multitask Learning https://openreview.net/pdf?id=r1lQQeHYPr High Fidelity Speech Synthesis with Adversarial Networks https://openreview.net/pdf?id=r1gfQgSFDr Autoencoder-based Initialization for Recurrent Neural Networks with a Linear Memory https://openreview.net/pdf?id=BkgM7xHYwH Test-Time Training for Out-of-Distribution Generalization https://openreview.net/pdf?id=HyezmlBKwr Distance-based Composable Representations with Neural Networks https://openreview.net/pdf?id=HJgb7lSFwS At Stability's Edge: How to Adjust Hyperparameters to Preserve Minima Selection in Asynchronous Training of Neural Networks? https://openreview.net/pdf?id=Bkeb7lHtvH GPU Memory Management for Deep Neural Networks Using Deep Q-Network https://openreview.net/pdf?id=BJxg7eHYvB FRICATIVE PHONEME DETECTION WITH ZERO DELAY https://openreview.net/pdf?id=BJxlmeBKwS Walking on the Edge: Fast, Low-Distortion Adversarial Examples https://openreview.net/pdf?id=BygkQeHKwB Disentangling Trainability and Generalization in Deep Learning https://openreview.net/pdf?id=Bkx1mxSKvB Provably Communication-efficient Data-parallel SGD via Nonuniform Quantization https://openreview.net/pdf?id=HyeJmlrFvH Functional Regularisation for Continual Learning with Gaussian Processes https://openreview.net/pdf?id=HkxCzeHFDB Verification of Generative-Model-Based Visual Transformations https://openreview.net/pdf?id=HJxRMlrtPH A Graph Neural Network Assisted Monte Carlo Tree Search Approach to Traveling Salesman Problem https://openreview.net/pdf?id=Syg6fxrKDB Residual EBMs: Does Real vs. Fake Text Discrimination Generalize? https://openreview.net/pdf?id=SkgpGgrYPH Learning Likelihoods with Conditional Normalizing Flows https://openreview.net/pdf?id=rJg3zxBYwH Informed Temporal Modeling via Logical Specification of Factorial LSTMs https://openreview.net/pdf?id=S1ghzlHFPS Auto Network Compression with Cross-Validation Gradient https://openreview.net/pdf?id=r1eoflSFvS Regularly varying representation for sentence embedding https://openreview.net/pdf?id=HyljzgHtwS A Simple and Scalable Shape Representation for 3D Reconstruction https://openreview.net/pdf?id=rJgjGxrFPS Learning Through Limited Self-Supervision: Improving Time-Series Classification Without Additional Data via Auxiliary Tasks https://openreview.net/pdf?id=rJl5MeHKvB EvoNet: A Neural Network for Predicting the Evolution of Dynamic Graphs https://openreview.net/pdf?id=Byg5flHFDr Few-Shot One-Class Classification via Meta-Learning https://openreview.net/pdf?id=B1ltfgSYwS Training a Constrained Natural Media Painting Agent using Reinforcement Learning https://openreview.net/pdf?id=SyeKGgStDB Fix-Net: pure fixed-point representation of deep neural networks https://openreview.net/pdf?id=rJgKzlSKPH Learning Semantic Correspondences from Noisy Data-text Pairs by Local-to-Global Alignments https://openreview.net/pdf?id=Byx_GeSKPS The Role of Embedding Complexity in Domain-invariant Representations https://openreview.net/pdf?id=SkgOzlrKvH Learning Curves for Deep Neural Networks: A field theory perspective https://openreview.net/pdf?id=SklwGlHFvH Zero-Shot Policy Transfer with Disentangled Attention https://openreview.net/pdf?id=HklPzxHFwB Disentangled Cumulants Help Successor Representations Transfer to New Tasks https://openreview.net/pdf?id=BylUMxSFwS Learning vector representation of local content and matrix representation of local motion, with implications for V1 https://openreview.net/pdf?id=SyeLGlHtPS Online Learned Continual Compression with Stacked Quantization Modules https://openreview.net/pdf?id=S1xHfxHtPr Gumbel-Matrix Routing for Flexible Multi-task Learning https://openreview.net/pdf?id=S1lHfxBFDH The Frechet Distance of training and test distribution predicts the generalization gap https://openreview.net/pdf?id=SJgSflHKDr Mixed Setting Training Methods for Incremental Slot-Filling Tasks https://openreview.net/pdf?id=rJg4GgHKPB Selective sampling for accelerating training of deep neural networks https://openreview.net/pdf?id=SJxNzgSKvH Representing Unordered Data Using Multiset Automata and Complex Numbers https://openreview.net/pdf?id=SJxmfgSYDB Robust Natural Language Representation Learning for Natural Language Inference by Projecting Superficial Words out https://openreview.net/pdf?id=HkxQzlHFPr Deep Nonlinear Stochastic Optimal Control for Systems with Multiplicative Uncertainties https://openreview.net/pdf?id=H1gXzxHKvH Compression based bound for non-compressed network: unified generalization error analysis of large compressible deep neural network https://openreview.net/pdf?id=ByeGzlrKwH Sentence embedding with contrastive multi-views learning https://openreview.net/pdf?id=rJxGGlSKwH Dynamics-Aware Embeddings https://openreview.net/pdf?id=BJgZGeHFPH Learning Multi-facet Embeddings of Phrases and Sentences using Sparse Coding for Unsupervised Semantic Applications https://openreview.net/pdf?id=HkebMlrFPS AN ATTENTION-BASED DEEP NET FOR LEARNING TO RANK https://openreview.net/pdf?id=BJgxzlSFvr RaPP: Novelty Detection with Reconstruction along Projection Pathway https://openreview.net/pdf?id=HkgeGeBYDB SAFE-DNN: A Deep Neural Network with Spike Assisted Feature Extraction for Noise Robust Inference https://openreview.net/pdf?id=BJg1fgBYwH Putting Machine Translation in Context with the Noisy Channel Model https://openreview.net/pdf?id=B1x1MerYPB Deep geometric matrix completion: Are we doing it right? https://openreview.net/pdf?id=BJxyzxrYPH Progressive Compressed Records: Taking a Byte Out of Deep Learning Data https://openreview.net/pdf?id=S1e0ZlHYDB Robustness and/or Redundancy Emerge in Overparametrized Deep Neural Networks https://openreview.net/pdf?id=S1xRbxHYDr The Intriguing Effects of Focal Loss on the Calibration of Deep Neural Networks https://openreview.net/pdf?id=SJxTZeHFPH Hypermodels for Exploration https://openreview.net/pdf?id=ryx6WgStPB Denoising Improves Latent Space Geometry in Text Autoencoders https://openreview.net/pdf?id=ryl3blSFPr Provable Convergence and Global Optimality of Generative Adversarial Network https://openreview.net/pdf?id=H1lnZlHYDS On Symmetry and Initialization for Neural Networks https://openreview.net/pdf?id=Skeh-xBYDH Meta Reinforcement Learning with Autonomous Inference of Subtask Dependencies https://openreview.net/pdf?id=HkgsWxrtPB Policy path programming https://openreview.net/pdf?id=ByliZgBKPH Meta-Learning with Network Pruning for Overfitting Reduction https://openreview.net/pdf?id=B1gcblSKwB Kernel and Rich Regimes in Overparametrized Models https://openreview.net/pdf?id=Byg9bxrtwS A Boolean Task Algebra for Reinforcement Learning https://openreview.net/pdf?id=rJecbgHtDH Explanation by Progressive Exaggeration https://openreview.net/pdf?id=H1xFWgrFPS Quantum Optical Experiments Modeled by Long Short-Term Memory https://openreview.net/pdf?id=ryxtWgSKPB Why do These Match? Explaining the Behavior of Image Similarity Models https://openreview.net/pdf?id=S1l_ZlrFvS Mode Connectivity and Sparse Neural Networks https://openreview.net/pdf?id=rkeO-lrYwr Monte Carlo Deep Neural Network Arithmetic https://openreview.net/pdf?id=HyePberFvH Shape Features Improve General Model Robustness https://openreview.net/pdf?id=SJlPZlStwS Random Partition Relaxation for Training Binary and Ternary Weight Neural Network https://openreview.net/pdf?id=S1lvWeBFwB How can we generalise learning distributed representations of graphs? https://openreview.net/pdf?id=r1xI-gHFDH Relation-based Generalized Zero-shot Classification with the Domain Discriminator on the shared representation https://openreview.net/pdf?id=BJl8ZlHFwr Self-supervised Training of Proposal-based Segmentation via Background Prediction https://openreview.net/pdf?id=BJxSWeSYPB Influence-aware Memory for Deep Reinforcement Learning https://openreview.net/pdf?id=rJlS-ertwr Gating Revisited: Deep Multi-layer RNNs That Can Be Trained https://openreview.net/pdf?id=SkgNZeSKPB Decoupling Hierarchical Recurrent Neural Networks With Locally Computable Losses https://openreview.net/pdf?id=S1lNWertDr A Simple Geometric Proof for the Benefit of Depth in ReLU Networks https://openreview.net/pdf?id=SkxEWgStDr Avoiding Negative Side-Effects and Promoting Safe Exploration with Imaginative Planning https://openreview.net/pdf?id=HJe7bxBYvr BayesOpt Adversarial Attack https://openreview.net/pdf?id=Hkem-lrtvH CrossNorm: On Normalization for Off-Policy Reinforcement Learning https://openreview.net/pdf?id=SyeMblBtwr A Simple Technique to Enable Saliency Methods to Pass the Sanity Checks https://openreview.net/pdf?id=BJeGZxrFvS Directional Message Passing for Molecular Graphs https://openreview.net/pdf?id=B1eWbxStPH Unsupervised Learning of Efficient and Robust Speech Representations https://openreview.net/pdf?id=HJe-blSYvH Compositional Embeddings: Joint Perception and Comparison of Class Label Sets https://openreview.net/pdf?id=BJx-ZeSKDB Model-based reinforcement learning for biological sequence design https://openreview.net/pdf?id=HklxbgBKvr Learning to Optimize via Dual space Preconditioning https://openreview.net/pdf?id=rklx-gSYPS Self-Attentional Credit Assignment for Transfer in Reinforcement Learning https://openreview.net/pdf?id=B1xybgSKwB AdaGAN: Adaptive GAN for Many-to-Many Non-Parallel Voice Conversion https://openreview.net/pdf?id=HJlk-eHFwH City Metro Network Expansion with Reinforcement Learning https://openreview.net/pdf?id=SJxAlgrYDr BinaryDuo: Reducing Gradient Mismatch in Binary Activation Network by Coupling Binary Activations https://openreview.net/pdf?id=r1x0lxrFPS ShardNet: One Filter Set to Rule Them All https://openreview.net/pdf?id=S1xRxgSFvH Towards Interpretable Evaluations: A Case Study of Named Entity Recognition https://openreview.net/pdf?id=HJxTgeBtDr Mixed-curvature Variational Autoencoders https://openreview.net/pdf?id=S1g6xeSKDS Rethinking deep active learning: Using unlabeled data at model training https://openreview.net/pdf?id=rJehllrtDS Blurring Structure and Learning to Optimize and Adapt Receptive Fields https://openreview.net/pdf?id=r1ghgxHtPH Layerwise Learning Rates for Object Features in Unsupervised and Supervised Neural Networks And Consequent Predictions for the Infant Visual System https://openreview.net/pdf?id=BkxoglrtvH Continual Deep Learning by Functional Regularisation of Memorable Past https://openreview.net/pdf?id=r1xjgxBFPB Demystifying Inter-Class Disentanglement https://openreview.net/pdf?id=Hyl9xxHYPr On the implicit minimization of alternative loss functions when training deep networks https://openreview.net/pdf?id=r1lclxBYDS Dynamic Graph Message Passing Networks https://openreview.net/pdf?id=BJgcxxSKvr A Deep Recurrent Neural Network via Unfolding Reweighted l1-l1 Minimization https://openreview.net/pdf?id=B1eYlgBYPH Differentially Private Mixed-Type Data Generation For Unsupervised Learning https://openreview.net/pdf?id=HygFxxrFvB Learning from Rules Generalizing Labeled Exemplars https://openreview.net/pdf?id=SkeuexBtDr Group-Transformer: Towards A Lightweight Character-level Language Model https://openreview.net/pdf?id=rkxdexBYPB Language-independent Cross-lingual Contextual Representations https://openreview.net/pdf?id=HylvleBtPB Understanding the Limitations of Conditional Generative Models https://openreview.net/pdf?id=r1lPleBFvH Skew-Explore: Learn faster in continuous spaces with sparse rewards https://openreview.net/pdf?id=HJewxlHFwH Diversely Stale Parameters for Efficient Training of Deep Convolutional Networks https://openreview.net/pdf?id=HJgLlgBKvH Exploring the Correlation between Likelihood of Flow-based Generative Models and Image Semantics https://openreview.net/pdf?id=rkgIllBtwB Anomaly Detection Based on Unsupervised Disentangled Representation Learning in Combination with Manifold Learning https://openreview.net/pdf?id=r1xHxgrKwr Neural Arithmetic Unit by reusing many small pre-trained networks https://openreview.net/pdf?id=HyerxgHYvH On Stochastic Sign Descent Methods https://openreview.net/pdf?id=rkxNelrKPB GENN: Predicting Correlated Drug-drug Interactions with Graph Energy Neural Networks https://openreview.net/pdf?id=H1eNleBYwr Event Discovery for History Representation in Reinforcement Learning https://openreview.net/pdf?id=H1eVlgHKPr Keep Doing What Worked: Behavior Modelling Priors for Offline Reinforcement Learning https://openreview.net/pdf?id=rke7geHtwH Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification https://openreview.net/pdf?id=BJxQxeBYwH Domain-Invariant Representations: A Look on Compression and Weights https://openreview.net/pdf?id=B1xGxgSYvH Minimally distorted Adversarial Examples with a Fast Adaptive Boundary Attack https://openreview.net/pdf?id=HJlzxgBtwH Spike-based causal inference for weight alignment https://openreview.net/pdf?id=rJxWxxSYvB Symmetry and Systematicity https://openreview.net/pdf?id=BylWglrYPH Efficacy of Pixel-Level OOD Detection for Semantic Segmentation https://openreview.net/pdf?id=SJlxglSFPB PatchFormer: A neural architecture for self-supervised representation learning on images https://openreview.net/pdf?id=SJg1lxrYwS Address2vec: Generating vector embeddings for blockchain analytics https://openreview.net/pdf?id=SJlJegHFvH Attack-Resistant Federated Learning with Residual-based Reweighting https://openreview.net/pdf?id=HkgAJxrYwr Learning scalable and transferable multi-robot/machine sequential assignment planning via graph embedding https://openreview.net/pdf?id=rJxRJeStvB Learning a Spatio-Temporal Embedding for Video Instance Segmentation https://openreview.net/pdf?id=HyxTJxrtvr Efficient Exploration via State Marginal Matching https://openreview.net/pdf?id=Hkla1eHFvS Side-Tuning: Network Adaptation via Additive Side Networks https://openreview.net/pdf?id=HyxakgrFvS Lookahead: A Far-sighted Alternative of Magnitude-based Pruning https://openreview.net/pdf?id=ryl3ygHYDB SCELMo: Source Code Embeddings from Language Models https://openreview.net/pdf?id=ryxnJlSKvr Detecting Change in Seasonal Pattern via Autoencoder and Temporal Regularization https://openreview.net/pdf?id=B1esygHFwS CopyCAT: Taking Control of Neural Policies with Constant Attacks https://openreview.net/pdf?id=SyxoygBKwB VariBAD: A Very Good Method for Bayes-Adaptive Deep RL via Meta-Learning https://openreview.net/pdf?id=Hkl9JlBYvr A Generalized Training Approach for Multiagent Learning https://openreview.net/pdf?id=Bkl5kxrKDr Quantum Semi-Supervised Kernel Learning https://openreview.net/pdf?id=ByeqyxBKvS Unsupervised Meta-Learning for Reinforcement Learning https://openreview.net/pdf?id=S1et1lrtwr Making Efficient Use of Demonstrations to Solve Hard Exploration Problems https://openreview.net/pdf?id=SygKyeHKDH Training individually fair ML models with sensitive subspace robustness https://openreview.net/pdf?id=B1gdkxHFDH Meta-learning curiosity algorithms https://openreview.net/pdf?id=BygdyxHFDS vq-wav2vec: Self-Supervised Learning of Discrete Speech Representations https://openreview.net/pdf?id=rylwJxrYDS The Secret Revealer: Generative Model Inversion Attacks Against Deep Neural Networks https://openreview.net/pdf?id=ByevJerKwS Leveraging Entanglement Entropy for Deep Understanding of Attention Matrix in Text Matching https://openreview.net/pdf?id=rJx8ylSKvr Infinite-horizon Off-Policy Policy Evaluation with Multiple Behavior Policies https://openreview.net/pdf?id=rkgU1gHtvr Under what circumstances do local codes emerge in feed-forward neural networks https://openreview.net/pdf?id=r1eU1gHFvH MMA Training: Direct Input Space Margin Maximization through Adversarial Training https://openreview.net/pdf?id=HkeryxBtPB Forecasting Deep Learning Dynamics with Applications to Hyperparameter Tuning https://openreview.net/pdf?id=ByxHJeBYDB Batch Normalization has Multiple Benefits: An Empirical Study on Residual Networks https://openreview.net/pdf?id=BJeVklHtPr Building Deep Equivariant Capsule Networks https://openreview.net/pdf?id=BJgNJgSFPS Learning to Infer User Interface Attributes from Images https://openreview.net/pdf?id=rylNJlStwB Attacking Graph Convolutional Networks via Rewiring https://openreview.net/pdf?id=B1eXygBFPH Incorporating BERT into Neural Machine Translation https://openreview.net/pdf?id=Hyl7ygStwB Unsupervised Hierarchical Graph Representation Learning with Variational Bayes https://openreview.net/pdf?id=BkgGJlBFPS Copy That! Editing Sequences by Copying Spans https://openreview.net/pdf?id=SklM1xStPB DeepXML: Scalable & Accurate Deep Extreme Classification for Matching User Queries to Advertiser Bid Phrases https://openreview.net/pdf?id=SJlWyerFPS What Can Neural Networks Reason About? https://openreview.net/pdf?id=rJxbJeHFPS Structured Object-Aware Physics Prediction for Video Modeling and Planning https://openreview.net/pdf?id=B1e-kxSKDH A multi-task U-net for segmentation with lazy labels https://openreview.net/pdf?id=r1glygHtDB Neural Design of Contests and All-Pay Auctions using Multi-Agent Simulation https://openreview.net/pdf?id=Bklg1grtDr CaptainGAN: Navigate Through Embedding Space For Better Text Generation https://openreview.net/pdf?id=H1gy1erYDH Learning-Augmented Data Stream Algorithms https://openreview.net/pdf?id=HyxJ1xBYDH word2ket: Space-efficient Word Embeddings inspired by Quantum Entanglement https://openreview.net/pdf?id=HkxARkrFwB On Weight-Sharing and Bilevel Optimization in Architecture Search https://openreview.net/pdf?id=HJgRCyHFDr Towards Hierarchical Importance Attribution: Explaining Compositional Semantics for Neural Sequence Models https://openreview.net/pdf?id=BkxRRkSKwr Imbalanced Classification via Adversarial Minority Over-sampling https://openreview.net/pdf?id=HJxaC1rKDS Compositional Transfer in Hierarchical Reinforcement Learning https://openreview.net/pdf?id=H1lTRJBtwB On the Relationship between Self-Attention and Convolutional Layers https://openreview.net/pdf?id=HJlnC1rKPB PolyGAN: High-Order Polynomial Generators https://openreview.net/pdf?id=Bye30kSYDH Dynamic Scale Inference by Entropy Minimization https://openreview.net/pdf?id=SyxiRJStwr SpikeGrad: An ANN-equivalent Computation Model for Implementing Backpropagation with Spikes https://openreview.net/pdf?id=rkxs0yHFPH Rethinking Data Augmentation: Self-Supervision and Self-Distillation https://openreview.net/pdf?id=SkliR1SKDS GENERALIZATION GUARANTEES FOR NEURAL NETS VIA HARNESSING THE LOW-RANKNESS OF JACOBIAN https://openreview.net/pdf?id=ryl5CJSFPS Learning to Remember from a Multi-Task Teacher https://openreview.net/pdf?id=rke5R1SFwS Gradient $\ell_1$ Regularization for Quantization Robustness https://openreview.net/pdf?id=ryxK0JBtPr Coloring graph neural networks for node disambiguation https://openreview.net/pdf?id=rJxt0JHKvS Spectral Embedding of Regularized Block Models https://openreview.net/pdf?id=H1l_0JBYwS On Federated Learning of Deep Networks from Non-IID Data: Parameter Divergence and the Effects of Hyperparametric Methods https://openreview.net/pdf?id=SJeOAJStwB Improved Detection of Adversarial Attacks via Penetration Distortion Maximization https://openreview.net/pdf?id=rJguRyBYvr Barcodes as summary of objective functions' topology https://openreview.net/pdf?id=S1gwC1StwS Unsupervised Video-to-Video Translation via Self-Supervised Learning https://openreview.net/pdf?id=HkevCyrFDS Toward Evaluating Robustness of Deep Reinforcement Learning with Continuous Control https://openreview.net/pdf?id=SylL0krYPS STYLE EXAMPLE-GUIDED TEXT GENERATION USING GENERATIVE ADVERSARIAL TRANSFORMERS https://openreview.net/pdf?id=BylIA1HYwS LEARNING TO IMPUTE: A GENERAL FRAMEWORK FOR SEMI-SUPERVISED LEARNING https://openreview.net/pdf?id=SkxHRySFvr Geometry-aware Generation of Adversarial and Cooperative Point Clouds https://openreview.net/pdf?id=Bklr0kBKvB Crafting Data-free Universal Adversaries with Dilate Loss https://openreview.net/pdf?id=HJxVC1SYwr Efficient Bi-Directional Verification of ReLU Networks via Quadratic Programming https://openreview.net/pdf?id=Bkx4AJSFvB Improving Sample Efficiency in Model-Free Reinforcement Learning from Images https://openreview.net/pdf?id=HklE01BYDB Improving Exploration of Deep Reinforcement Learning using Planning for Policy Search https://openreview.net/pdf?id=rJe7CkrFvS Spatial Information is Overrated for Image Classification https://openreview.net/pdf?id=H1l7AkrFPS A Theoretical Analysis of Deep Q-Learning https://openreview.net/pdf?id=SJlM0JSFDr Decentralized Deep Learning with Arbitrary Communication Compression https://openreview.net/pdf?id=SkgGCkrKvH Can I Trust the Explainer? Verifying Post-Hoc Explanatory Methods https://openreview.net/pdf?id=S1e-0kBYPB D3PG: Deep Differentiable Deterministic Policy Gradients https://openreview.net/pdf?id=rkxZCJrtwS Deep Ensembles: A Loss Landscape Perspective https://openreview.net/pdf?id=r1xZAkrFPr A Finite-Time Analysis of Q-Learning with Neural Network Function Approximation https://openreview.net/pdf?id=B1xxAJHFwS MULTI-STAGE INFLUENCE FUNCTION https://openreview.net/pdf?id=r1geR1BKPr Impact of the latent space on the ability of GANs to fit the distribution https://openreview.net/pdf?id=Hygy01StvH Training Generative Adversarial Networks from Incomplete Observations using Factorised Discriminators https://openreview.net/pdf?id=Hye1RJHKwB Combining Q-Learning and Search with Amortized Value Estimates https://openreview.net/pdf?id=SkeAaJrKDS Hyperbolic Image Embeddings https://openreview.net/pdf?id=SkgC6yHtvB Infinite-Horizon Differentiable Model Predictive Control https://openreview.net/pdf?id=ryxC6kSYPr Neural Reverse Engineering of Stripped Binaries https://openreview.net/pdf?id=Hkg6TySFDr Anchor & Transform: Learning Sparse Representations of Discrete Objects https://openreview.net/pdf?id=H1epaJSYDS Emergence of Collective Policies Inside Simulations with Biased Representations https://openreview.net/pdf?id=Skg2pkHFwS Projection Based Constrained Policy Optimization https://openreview.net/pdf?id=rke3TJrtPS GraphFlow: Exploiting Conversation Flow with Graph Neural Networks for Conversational Machine Comprehension https://openreview.net/pdf?id=rkgi6JSYvB Maximum Likelihood Constraint Inference for Inverse Reinforcement Learning https://openreview.net/pdf?id=BJliakStvH Recurrent Layer Attention Network https://openreview.net/pdf?id=Bke5aJBKvH Towards Effective 2-bit Quantization: Pareto-optimal Bit Allocation for Deep CNNs Compression https://openreview.net/pdf?id=H1eKT1SFvH You Only Train Once: Loss-Conditional Training of Deep Networks https://openreview.net/pdf?id=HyxY6JHKwr Meta-Learning Acquisition Functions for Transfer Learning in Bayesian Optimization https://openreview.net/pdf?id=ryeYpJSKwr Using Explainabilty to Detect Adversarial Attacks https://openreview.net/pdf?id=B1xu6yStPH Feature Selection using Stochastic Gates https://openreview.net/pdf?id=B1lda1HtvB SpectroBank: A filter-bank convolutional layer for CNN-based audio applications https://openreview.net/pdf?id=HyewT1BKvr Testing For Typicality with Respect to an Ensemble of Learned Distributions https://openreview.net/pdf?id=SJev6JBtvH Emergent Communication in Networked Multi-Agent Reinforcement Learning https://openreview.net/pdf?id=H1lUp1BYDH GraphSAINT: Graph Sampling Based Inductive Learning Method https://openreview.net/pdf?id=BJe8pkHFwS Adversarial Filters of Dataset Biases https://openreview.net/pdf?id=H1g8p1BYvS Value-Driven Hindsight Modelling https://openreview.net/pdf?id=rJxBa1HFvS Incorporating Perceptual Prior to Improve Model's Adversarial Robustness https://openreview.net/pdf?id=B1grayHYDH Learning Neural Causal Models from Unknown Interventions https://openreview.net/pdf?id=H1gN6kSFwS Adaptive Generation of Unrestricted Adversarial Inputs https://openreview.net/pdf?id=rJg46kHYwH P-BN: Towards Effective Batch Normalization in the Path Space https://openreview.net/pdf?id=BJeXaJHKvB Efficient Probabilistic Logic Reasoning with Graph Neural Networks https://openreview.net/pdf?id=rJg76kStwH On the geometry and learning low-dimensional embeddings for directed graphs https://openreview.net/pdf?id=SkxQp1StDH GATO: Gates Are Not the Only Option https://openreview.net/pdf?id=BylfTySYvB Probabilistic View of Multi-agent Reinforcement Learning: A Unified Approach https://openreview.net/pdf?id=S1ef6JBtPr Neural Subgraph Isomorphism Counting https://openreview.net/pdf?id=HJx-akSKPS RIDE: Rewarding Impact-Driven Exploration for Procedurally-Generated Environments https://openreview.net/pdf?id=rkg-TJBFPB Continual Learning with Delayed Feedback https://openreview.net/pdf?id=SJlgTJHKwB Neural Non-additive Utility Aggregation https://openreview.net/pdf?id=SklgTkBKDr Bayesian Variational Autoencoders for Unsupervised Out-of-Distribution Detection https://openreview.net/pdf?id=ByggpyrFPS ``"Best-of-Many-Samples" Distribution Matching https://openreview.net/pdf?id=S1lk61BtvB Dynamically Balanced Value Estimates for Actor-Critic Methods https://openreview.net/pdf?id=r1xyayrtDS Spatially Parallel Attention and Component Extraction for Scene Decomposition https://openreview.net/pdf?id=rkl03ySYDH Efficient generation of structured objects with Constrained Adversarial Networks https://openreview.net/pdf?id=HyeCnkHtwH Deep Variational Semi-Supervised Novelty Detection https://openreview.net/pdf?id=Hkxp3JHtPr Cross-Lingual Ability of Multilingual BERT: An Empirical Study https://openreview.net/pdf?id=HJeT3yrtDr Towards Understanding Generalization in Gradient-Based Meta-Learning https://openreview.net/pdf?id=SygT21SFvB Towards Finding Longer Proofs https://openreview.net/pdf?id=Hkeh21BKPH Probing Emergent Semantics in Predictive Agents via Question Answering https://openreview.net/pdf?id=Bylh2krYPr Revisiting the Information Plane https://openreview.net/pdf?id=Hyljn1SFwr Deep 3D-Zoom Net: Unsupervised Learning of Photo-Realistic 3D-Zoom https://openreview.net/pdf?id=HylohJrKPS Hierarchical Graph Matching Networks for Deep Graph Similarity Learning https://openreview.net/pdf?id=rkeqn1rtDH A Simple Approach to the Noisy Label Problem Through the Gambler's Loss https://openreview.net/pdf?id=rJxq3kHKPH On the Reflection of Sensitivity in the Generalization Error https://openreview.net/pdf?id=Hygq3JrtwS Redundancy-Free Computation Graphs for Graph Neural Networks https://openreview.net/pdf?id=H1eF3kStPS Toward Understanding The Effect of Loss Function on The Performance of Knowledge Graph Embedding https://openreview.net/pdf?id=HJxKhyStPH Reducing Transformer Depth on Demand with Structured Dropout https://openreview.net/pdf?id=SylO2yStDr Semi-Supervised Learning with Normalizing Flows https://openreview.net/pdf?id=BJg_2JHKvH Neural Communication Systems with Bandwidth-limited Channel https://openreview.net/pdf?id=rJgD2ySFDr Reducing Computation in Recurrent Networks by Selectively Updating State Neurons https://openreview.net/pdf?id=SkeP3yBFDS A Novel Analysis Framework of Lower Complexity Bounds for Finite-Sum Optimization https://openreview.net/pdf?id=SygD31HFvB Neural Outlier Rejection for Self-Supervised Keypoint Learning https://openreview.net/pdf?id=Skx82ySYPH Exploring the Pareto-Optimality between Quality and Diversity in Text Generation https://openreview.net/pdf?id=BygInyBFPr B-Spline CNNs on Lie groups https://openreview.net/pdf?id=H1gBhkBFDH EMS: End-to-End Model Search for Network Architecture, Pruning and Quantization https://openreview.net/pdf?id=Bkgr2kHKDH Feature-based Augmentation for Semi-Supervised Learning https://openreview.net/pdf?id=BkgE2yHYDr Quantifying Point-Prediction Uncertainty in Neural Networks via Residual Estimation with an I/O Kernel https://openreview.net/pdf?id=rkxNh1Stvr Progressive Knowledge Distillation For Generative Modeling https://openreview.net/pdf?id=ByxV2kBYwB EMPIR: Ensembles of Mixed Precision Deep Networks for Increased Robustness Against Adversarial Attacks https://openreview.net/pdf?id=HJem3yHKwH Learning To Explore Using Active Neural Mapping https://openreview.net/pdf?id=HklXn1BKDH Adversarial Robustness Against the Union of Multiple Perturbation Models https://openreview.net/pdf?id=rklMnyBtPB Understanding and Improving Information Transfer in Multi-Task Learning https://openreview.net/pdf?id=SylzhkBtDB Hyperparameter Tuning and Implicit Regularization in Minibatch SGD https://openreview.net/pdf?id=ryGWhJBtDB Searching for Stage-wise Neural Graphs In the Limit https://openreview.net/pdf?id=SkxWnkStvS Restricting the Flow: Information Bottlenecks for Attribution https://openreview.net/pdf?id=S1xWh1rYwB Stein Bridging: Enabling Mutual Reinforcement between Explicit and Implicit Generative Models https://openreview.net/pdf?id=H1gx3kSKPS Step Size Optimization https://openreview.net/pdf?id=Sygg3JHtwB Equilibrium Propagation with Continual Weight Updates https://openreview.net/pdf?id=H1xJhJStPS Global Adversarial Robustness Guarantees for Neural Networks https://openreview.net/pdf?id=BJgyn1BFwS A Stochastic Derivative Free Optimization Method with Momentum https://openreview.net/pdf?id=HylAoJSKvH Coresets for Accelerating Incremental Gradient Methods https://openreview.net/pdf?id=SygRikHtvS A Greedy Approach to Max-Sliced Wasserstein GANs https://openreview.net/pdf?id=BJgRsyBtPB Off-Policy Actor-Critic with Shared Experience Replay https://openreview.net/pdf?id=HygaikBKvS Intrinsically Motivated Discovery of Diverse Patterns in Self-Organizing Systems https://openreview.net/pdf?id=rkg6sJHYDr The Ingredients of Real World Robotic Reinforcement Learning https://openreview.net/pdf?id=rJe2syrtvS Causal Discovery with Reinforcement Learning https://openreview.net/pdf?id=S1g2skStPB Modelling the influence of data structure on learning in neural networks https://openreview.net/pdf?id=BJlisySYPS Task-agnostic Continual Learning via Growing Long-Term Memory Networks https://openreview.net/pdf?id=rJxoi1HtPr Scaling Autoregressive Video Models https://openreview.net/pdf?id=rJgsskrFwH TOWARDS FEATURE SPACE ADVERSARIAL ATTACK https://openreview.net/pdf?id=S1eqj1SKvr Generative Integration Networks https://openreview.net/pdf?id=rkgcsyBKDH Convergence Analysis of a Momentum Algorithm with Adaptive Step Size for Nonconvex Optimization https://openreview.net/pdf?id=SyeYiyHFDH Compressive Transformers for Long-Range Sequence Modelling https://openreview.net/pdf?id=SylKikSYDH Global Momentum Compression for Sparse Communication in Distributed SGD https://openreview.net/pdf?id=ryedjkSFwr State2vec: Off-Policy Successor Feature Approximators https://openreview.net/pdf?id=HklOjkHKDr Differentiation of Blackbox Combinatorial Solvers https://openreview.net/pdf?id=BkevoJSYPB Reinforced Genetic Algorithm Learning for Optimizing Computation Graphs https://openreview.net/pdf?id=rkxDoJBYPB Lagrangian Fluid Simulation with Continuous Convolutions https://openreview.net/pdf?id=B1lDoJSYDH Graph-based motion planning networks https://openreview.net/pdf?id=HkxLiJSKwB Harnessing the Power of Infinitely Wide Deep Nets on Small-data Tasks https://openreview.net/pdf?id=rkl8sJBYvH Semi-supervised semantic segmentation needs strong, high-dimensional perturbations https://openreview.net/pdf?id=B1eBoJStwr Learning to Guide Random Search https://openreview.net/pdf?id=B1gHokBKwS Attentive Sequential Neural Processes https://openreview.net/pdf?id=SJlEs1HKDr The intriguing role of module criticality in the generalization of deep networks https://openreview.net/pdf?id=S1e4jkSKvB Yet another but more efficient black-box adversarial attack: tiling and evolution strategies https://openreview.net/pdf?id=rygEokBKPS TreeCaps: Tree-Structured Capsule Networks for Program Source Code Processing https://openreview.net/pdf?id=SJgXs1HtwH Learning with Social Influence through Interior Policy Differentiation https://openreview.net/pdf?id=SJeQi1HKDH SPROUT: Self-Progressing Robust Training https://openreview.net/pdf?id=SyxGoJrtPr Alleviating Privacy Attacks via Causal Learning https://openreview.net/pdf?id=Hyxfs1SYwH Hybrid Weight Representation: A Quantization Method Represented with Ternary and Sparse-Large Weights https://openreview.net/pdf?id=H1gZsJBYwH Self-labelling via simultaneous clustering and representation learning https://openreview.net/pdf?id=Hyx-jyBFPr Meta Decision Trees for Explainable Recommendation Systems https://openreview.net/pdf?id=S1ebsJrFwS Continual Learning with Gated Incremental Memories for Sequential Data Processing https://openreview.net/pdf?id=HklliySFDS Policy Optimization by Local Improvement through Search https://openreview.net/pdf?id=HyxgoyHtDB Improving Model Compatibility of Generative Adversarial Networks by Boundary Calibration https://openreview.net/pdf?id=S1xJikHtDH Data Annealing Transfer learning Procedure for Informal Language Understanding Tasks https://openreview.net/pdf?id=HJlys1BtwB Robust anomaly detection and backdoor attack detection via differential privacy https://openreview.net/pdf?id=SJx0q1rtvS CAT: Compression-Aware Training for bandwidth reduction https://openreview.net/pdf?id=HkxCcJHtPr Scheduling the Learning Rate Via Hypergradients: New Insights and a New Algorithm https://openreview.net/pdf?id=Ske6qJSKPH Learning Entailment-Based Sentence Embeddings from Natural Language Inference https://openreview.net/pdf?id=BkxackSKvH Invariance vs Robustness of Neural Networks https://openreview.net/pdf?id=HJxp9kBFDS Asymptotic learning curves of kernel methods: empirical data v.s. Teacher-Student paradigm https://openreview.net/pdf?id=r1enqkBtwr LARGE SCALE REPRESENTATION LEARNING FROM TRIPLET COMPARISONS https://openreview.net/pdf?id=rklhqkHFDB Irrationality can help reward inference https://openreview.net/pdf?id=BJlo91BYPr Learning to Reach Goals Without Reinforcement Learning https://openreview.net/pdf?id=ByxoqJrtvr Pruning Depthwise Separable Convolutions for Extra Efficiency Gain of Lightweight Models https://openreview.net/pdf?id=B1g5qyHYPS Subjective Reinforcement Learning for Open Complex Environments https://openreview.net/pdf?id=S1eq9yrYvH Deep probabilistic subsampling for task-adaptive compressed sensing https://openreview.net/pdf?id=SJeq9JBFvH Text Embedding Bank Module for Detailed Image Paragraph Caption https://openreview.net/pdf?id=Sygt9yBtPS Semi-supervised 3D Face Reconstruction with Nonlinear Disentangled Representations https://openreview.net/pdf?id=H1lK5kBKvr Representing Model Uncertainty of Neural Networks in Sparse Information Form https://openreview.net/pdf?id=Bkxd9JBYPH GroSS Decomposition: Group-Size Series Decomposition for Whole Search-Space Training https://openreview.net/pdf?id=rJe_cyrKPB Neural Tangents: Fast and Easy Infinite Neural Networks in Python https://openreview.net/pdf?id=SklD9yrFPS Sparse Weight Activation Training https://openreview.net/pdf?id=SJgw51HFDr Learning Robust Representations via Multi-View Information Bottleneck https://openreview.net/pdf?id=B1xwcyHFDr Batch-shaping for learning conditional channel gated networks https://openreview.net/pdf?id=Bke89JBtvB Making the Shoe Fit: Architectures, Initializations, and Tuning for Learning with Privacy https://openreview.net/pdf?id=rJg851rYwH Universal Adversarial Attack Using Very Few Test Examples https://openreview.net/pdf?id=HygS91rYvH Rotation-invariant clustering of functional cell types in primary visual cortex https://openreview.net/pdf?id=rklr9kHFDB Solving single-objective tasks by preference multi-objective reinforcement learning https://openreview.net/pdf?id=HJxV5yHYwB Deep automodulators https://openreview.net/pdf?id=rkeNqkBFPB Enhanced Convolutional Neural Tangent Kernels https://openreview.net/pdf?id=BkgNqkHFPr Revisiting Gradient Episodic Memory for Continual Learning https://openreview.net/pdf?id=H1g79ySYvB Inductive and Unsupervised Representation Learning on Graph Structured Objects https://openreview.net/pdf?id=rkem91rtDB A new perspective in understanding of Adam-Type algorithms and beyond https://openreview.net/pdf?id=SyxM51BYPB Causally Correct Partial Models for Reinforcement Learning https://openreview.net/pdf?id=HyeG9yHKPr Spectral Nonlocal Block for Neural Network https://openreview.net/pdf?id=rkgb9kSKwS U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation https://openreview.net/pdf?id=BJlZ5ySKPH Masked Based Unsupervised Content Transfer https://openreview.net/pdf?id=BJe-91BtvH Efficient meta reinforcement learning via meta goal generation https://openreview.net/pdf?id=rkgl51rKDB Learning robust visual representations using data augmentation invariance https://openreview.net/pdf?id=B1elqkrKPH A Simple Dynamic Learning Rate Tuning Algorithm For Automated Training of DNNs https://openreview.net/pdf?id=rJxyqkSYDH DropEdge: Towards Deep Graph Convolutional Networks on Node Classification https://openreview.net/pdf?id=Hkx1qkrKPr Simple but effective techniques to reduce dataset biases https://openreview.net/pdf?id=SJlCK1rYwB Projected Canonical Decomposition for Knowledge Base Completion https://openreview.net/pdf?id=ByeAK1BKPB Sequential Latent Knowledge Selection for Knowledge-Grounded Dialogue https://openreview.net/pdf?id=Hke0K1HKwr AMUSED: A Multi-Stream Vector Representation Method for Use In Natural Dialogue https://openreview.net/pdf?id=rJe6t1SFDB Measuring the Reliability of Reinforcement Learning Algorithms https://openreview.net/pdf?id=SJlpYJBKvH Semi-Supervised Named Entity Recognition with CRF-VAEs https://openreview.net/pdf?id=BkxnKkrtvS Stable Rank Normalization for Improved Generalization in Neural Networks and GANs https://openreview.net/pdf?id=H1enKkrFDB Graph Neural Networks for Soft Semi-Supervised Learning on Hypergraphs https://openreview.net/pdf?id=ryestJBKPB Why Not to Use Zero Imputation? Correcting Sparsity Bias in Training Neural Networks https://openreview.net/pdf?id=BylsKkHYvH Deep Neural Forests: An Architecture for Tabular Data https://openreview.net/pdf?id=Syg9YyBFvS Self-Imitation Learning via Trajectory-Conditioned Policy for Hard-Exploration Tasks https://openreview.net/pdf?id=Byg5KyHYwr ICNN: INPUT-CONDITIONED FEATURE REPRESENTATION LEARNING FOR TRANSFORMATION-INVARIANT NEURAL NETWORK https://openreview.net/pdf?id=SJecKyrKPH Data Augmentation in Training CNNs: Injecting Noise to Images https://openreview.net/pdf?id=SkeKtyHYPS VAENAS: Sampling Matters in Neural Architecture Search https://openreview.net/pdf?id=S1xKYJSYwS Self-Educated Language Agent with Hindsight Experience Replay for Instruction Following https://openreview.net/pdf?id=S1g_t1StDB Model-Agnostic Feature Selection with Additional Mutual Information https://openreview.net/pdf?id=HJg_tkBtwS Do Deep Neural Networks for Segmentation Understand Insideness? https://openreview.net/pdf?id=ryevtyHtPr Adversarial Robustness as a Prior for Learned Representations https://openreview.net/pdf?id=rygvFyrKwH Explaining Time Series by Counterfactuals https://openreview.net/pdf?id=HygDF1rYDB Variational Diffusion Autoencoders with Random Walk Sampling https://openreview.net/pdf?id=rkg8FJBYDS Probability Calibration for Knowledge Graph Embedding Models https://openreview.net/pdf?id=S1g8K1BFwS Contrastive Multiview Coding https://openreview.net/pdf?id=BkgStySKPB Fast Sparse ConvNets https://openreview.net/pdf?id=SkgHtkrYPH Reformer: The Efficient Transformer https://openreview.net/pdf?id=rkgNKkHtvB BasisVAE: Orthogonal Latent Space for Deep Disentangled Representation https://openreview.net/pdf?id=S1gEFkrtvH Target-Embedding Autoencoders for Supervised Representation Learning https://openreview.net/pdf?id=BygXFkSYDH Watch the Unobserved: A Simple Approach to Parallelizing Monte Carlo Tree Search https://openreview.net/pdf?id=BJlQtJSKDB Conditional Flow Variational Autoencoders for Structured Sequence Prediction https://openreview.net/pdf?id=BklmtJBKDB High-Frequency guided Curriculum Learning for Class-specific Object Boundary Detection https://openreview.net/pdf?id=HkeMYJHYvS On the Equivalence between Node Embeddings and Structural Graph Representations https://openreview.net/pdf?id=SJxzFySKwH Disagreement-Regularized Imitation Learning https://openreview.net/pdf?id=rkgbYyHtwB Shifted Randomized Singular Value Decomposition https://openreview.net/pdf?id=B1eZYkHYPS PassNet: Learning pass probability surfaces from single-location labels. An architecture for visually-interpretable soccer analytics https://openreview.net/pdf?id=r1xxKJBKvr On Incorporating Semantic Prior Knowlegde in Deep Learning Through Embedding-Space Constraints https://openreview.net/pdf?id=H1ggKyrYwB Are Few-shot Learning Benchmarks Too Simple ? https://openreview.net/pdf?id=SygeY1SYvr UNIVERSAL MODAL EMBEDDING OF DYNAMICS IN VIDEOS AND ITS APPLICATIONS https://openreview.net/pdf?id=H1lkYkrKDB Universality Theorems for Generative Models https://openreview.net/pdf?id=rJlJF1SYPB Function Feature Learning of Neural Networks https://openreview.net/pdf?id=rJgCOySYwH Manifold Learning and Alignment with Generative Adversarial Networks https://openreview.net/pdf?id=r1eCukHYDH Learning Deep-Latent Hierarchies by Stacking Wasserstein Autoencoders https://openreview.net/pdf?id=ByeadyrtPB Scalable Deep Neural Networks via Low-Rank Matrix Factorization https://openreview.net/pdf?id=rygT_JHtDr NoiGAN: NOISE AWARE KNOWLEDGE GRAPH EMBEDDING WITH GAN https://openreview.net/pdf?id=rkgTdkrtPH Fast Task Adaptation for Few-Shot Learning https://openreview.net/pdf?id=ByxhOyHYwH Weighted Empirical Risk Minimization: Transfer Learning based on Importance Sampling https://openreview.net/pdf?id=Bye2uJHYwr Neural Program Synthesis By Self-Learning https://openreview.net/pdf?id=Hkls_yBKDB Neural Epitome Search for Architecture-Agnostic Network Compression https://openreview.net/pdf?id=HyxjOyrKvr Learning from Label Proportions with Consistency Regularization https://openreview.net/pdf?id=SyecdJSKvr Do recent advancements in model-based deep reinforcement learning really improve data efficiency? https://openreview.net/pdf?id=Bke9u1HFwB Evo-NAS: Evolutionary-Neural Hybrid Agent for Architecture Search https://openreview.net/pdf?id=BkeYdyHYPS Mixing Up Real Samples and Adversarial Samples for Semi-Supervised Learning https://openreview.net/pdf?id=rklKdJSYPS Task-Agnostic Robust Encodings for Combating Adversarial Typos https://openreview.net/pdf?id=rkgOuJBtPS When Covariate-shifted Data Augmentation Increases Test Error And How to Fix It https://openreview.net/pdf?id=ByxduJBtPB Accelerated Variance Reduced Stochastic Extragradient Method for Sparse Machine Learning Problems https://openreview.net/pdf?id=BklDO1HYPS AdamT: A Stochastic Optimization with Trend Correction Scheme https://openreview.net/pdf?id=Sklw_kHtPH The Variational InfoMax AutoEncoder https://openreview.net/pdf?id=r1eUukrtwH Skew-Fit: State-Covering Self-Supervised Reinforcement Learning https://openreview.net/pdf?id=r1gIdySFPH LOGAN: Latent Optimisation for Generative Adversarial Networks https://openreview.net/pdf?id=rJeU_1SFvr Hyper-SAGNN: a self-attention based graph neural network for hypergraphs https://openreview.net/pdf?id=ryeHuJBtPH A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning https://openreview.net/pdf?id=SJxSOJStPr Global-Local Network for Learning Depth with Very Sparse Supervision https://openreview.net/pdf?id=Hke4_JrYDr CEB Improves Model Robustness https://openreview.net/pdf?id=SygEukHYvB Music Source Separation in the Waveform Domain https://openreview.net/pdf?id=HJx7uJStPH Information lies in the eye of the beholder: The effect of representations on observed mutual information https://openreview.net/pdf?id=r1gmu1SYDS On Solving Minimax Optimization Locally: A Follow-the-Ridge Approach https://openreview.net/pdf?id=Hkx7_1rKwS Distributionally Robust Neural Networks https://openreview.net/pdf?id=ryxGuJrFvS Distilling the Knowledge of BERT for Text Generation https://openreview.net/pdf?id=Bkgz_krKPB Kernel of CycleGAN as a principal homogeneous space https://openreview.net/pdf?id=B1eWOJHKvB Cross-Lingual Vision-Language Navigation https://openreview.net/pdf?id=rkeZO1BFDB Molecule Property Prediction and Classification with Graph Hypernetworks https://openreview.net/pdf?id=SJgg_yHKvH A Syntax-Aware Approach for Unsupervised Text Style Transfer https://openreview.net/pdf?id=Bkll_kHFPB Relevant-features based Auxiliary Cells for Robust and Energy Efficient Deep Learning https://openreview.net/pdf?id=BJgedkStDS Don't Use Large Mini-batches, Use Local SGD https://openreview.net/pdf?id=B1eyO1BFPr Provable robustness against all adversarial $l_p$-perturbations for $p\geq 1$ https://openreview.net/pdf?id=rklk_ySYPB Model Based Reinforcement Learning for Atari https://openreview.net/pdf?id=S1xCPJHtDB Generating Multi-Sentence Abstractive Summaries of Interleaved Texts https://openreview.net/pdf?id=BkgCv1HYvB On Universal Equivariant Set Networks https://openreview.net/pdf?id=HkxTwkrKDB Compressive Hyperspherical Energy Minimization https://openreview.net/pdf?id=BJgpDyHKwH OPTIMAL BINARY QUANTIZATION FOR DEEP NEURAL NETWORKS https://openreview.net/pdf?id=S1gTwJSKvr Deep End-to-end Unsupervised Anomaly Detection https://openreview.net/pdf?id=Bye3P1BYwr Tensor Decompositions for Temporal Knowledge Base Completion https://openreview.net/pdf?id=rke2P1BFwS CloudLSTM: A Recurrent Neural Model for Spatiotemporal Point-cloud Stream Forecasting https://openreview.net/pdf?id=BJlowyHYPr Neural Approximation of an Auto-Regressive Process through Confidence Guided Sampling https://openreview.net/pdf?id=SkloDJSFPH A Simple Randomization Technique for Generalization in Deep Reinforcement Learning https://openreview.net/pdf?id=HJgcvJBFvB Stochastic Latent Residual Video Prediction https://openreview.net/pdf?id=HyeqPJHYvH AlignNet: Self-supervised Alignment Module https://openreview.net/pdf?id=H1gcw1HYPr Learning with Protection: Rejection of Suspicious Samples under Adversarial Environment https://openreview.net/pdf?id=HylKvyHYwS QXplore: Q-Learning Exploration by Maximizing Temporal Difference Error https://openreview.net/pdf?id=rkxKwJrKPS Walking the Tightrope: An Investigation of the Convolutional Autoencoder Bottleneck https://openreview.net/pdf?id=ryguP1BFwr Partial Simulation for Imitation Learning https://openreview.net/pdf?id=SJe_D1SYvr Few-shot Learning by Focusing on Differences https://openreview.net/pdf?id=B1xwv1StvS Robustness Verification for Transformers https://openreview.net/pdf?id=BJxwPJHFwS EnsembleNet: A novel architecture for Incremental Learning https://openreview.net/pdf?id=SylDPJrYvS Anomalous Pattern Detection in Activations and Reconstruction Error of Autoencoders https://openreview.net/pdf?id=S1lLvyBtPB Fantastic Generalization Measures and Where to Find Them https://openreview.net/pdf?id=SJgIPJBFvH Nesterov Accelerated Gradient and Scale Invariance for Adversarial Attacks https://openreview.net/pdf?id=SJlHwkBYDH Learning De-biased Representations with Biased Representations https://openreview.net/pdf?id=SJeHwJSYvH Weakly Supervised Disentanglement with Guarantees https://openreview.net/pdf?id=HJgSwyBKvr Imagining the Latent Space of a Variational Auto-Encoders https://openreview.net/pdf?id=BJe4PyrFvB A Copula approach for hyperparameter transfer learning https://openreview.net/pdf?id=ryx4PJrtvS THE EFFECT OF ADVERSARIAL TRAINING: A THEORETICAL CHARACTERIZATION https://openreview.net/pdf?id=B1eXvyHKwS Provenance detection through learning transformation-resilient watermarking https://openreview.net/pdf?id=S1gmvyHFDS Regulatory Focus: Promotion and Prevention Inclinations in Policy Search https://openreview.net/pdf?id=SJefPkSFPr Fairness with Wasserstein Adversarial Networks https://openreview.net/pdf?id=BkeGPJrtwB Diagonal Graph Convolutional Networks with Adaptive Neighborhood Aggregation https://openreview.net/pdf?id=SkezP1HYvS Discrepancy Ratio: Evaluating Model Performance When Even Experts Disagree on the Truth https://openreview.net/pdf?id=Byg-wJSYDS The Dual Information Bottleneck https://openreview.net/pdf?id=B1xZD1rtPr Deep Auto-Deferring Policy for Combinatorial Optimization https://openreview.net/pdf?id=Hkexw1BtDr Towards trustworthy predictions from deep neural networks with fast adversarial calibration https://openreview.net/pdf?id=rygePJHYPH Abductive Commonsense Reasoning https://openreview.net/pdf?id=Byg1v1HKDB Variance Reduction With Sparse Gradients https://openreview.net/pdf?id=Syx1DkSYwB BlockSwap: Fisher-guided Block Substitution for Network Compression on a Budget https://openreview.net/pdf?id=SklkDkSFPB RNA Secondary Structure Prediction By Learning Unrolled Algorithms https://openreview.net/pdf?id=S1eALyrYDH Learning transport cost from subset correspondence https://openreview.net/pdf?id=SJlRUkrFPS Attentive Weights Generation for Few Shot Learning via Information Maximization https://openreview.net/pdf?id=BJxpIJHKwB Semi-Supervised Few-Shot Learning with a Controlled Degree of Task-Adaptive Conditioning https://openreview.net/pdf?id=B1xpI1BFDS Detecting Noisy Training Data with Loss Curves https://openreview.net/pdf?id=HyenUkrtDB Reducing Sentiment Bias in Language Models via Counterfactual Evaluation https://openreview.net/pdf?id=S1l2IyrYPr Near-Zero-Cost Differentially Private Deep Learning with Teacher Ensembles https://openreview.net/pdf?id=Syl38yrFwr Neural Network Out-of-Distribution Detection for Regression Tasks https://openreview.net/pdf?id=ryxsUySFwr Rényi Fair Inference https://openreview.net/pdf?id=HkgsUJrtDB Reject Illegal Inputs: Scaling Generative Classifiers with Supervised Deep Infomax https://openreview.net/pdf?id=rkg98yBFDr Lean Images for Geo-Localization https://openreview.net/pdf?id=B1xcLJrYwH WikiMatrix: Mining 135M Parallel Sentences in 1620 Language Pairs from Wikipedia https://openreview.net/pdf?id=rkeYL1SFvH Deep Lifetime Clustering https://openreview.net/pdf?id=SkeYUkStPr Towards Understanding the Transferability of Deep Representations https://openreview.net/pdf?id=BylKL1SKvr Meta Dropout: Learning to Perturb Latent Features for Generalization https://openreview.net/pdf?id=BJgd81SYwr Adversarial AutoAugment https://openreview.net/pdf?id=ByxdUySKvS When Robustness Doesn’t Promote Robustness: Synthetic vs. Natural Distribution Shifts on ImageNet https://openreview.net/pdf?id=HyxPIyrFvH Understanding Why Neural Networks Generalize Well Through GSNR of Parameters https://openreview.net/pdf?id=HyevIJStwH State-only Imitation with Transition Dynamics Mismatch https://openreview.net/pdf?id=HJgLLyrYwB Measuring and Improving the Use of Graph Information in Graph Neural Networks https://openreview.net/pdf?id=rkeIIkHKvS Meta-Learning by Hallucinating Useful Examples https://openreview.net/pdf?id=rJx8I1rFwr Pixel Co-Occurence Based Loss Metrics for Super Resolution Texture Recovery https://openreview.net/pdf?id=rylrI1HtPr A Latent Morphology Model for Open-Vocabulary Neural Machine Translation https://openreview.net/pdf?id=BJxSI1SKDH Sample-Based Point Cloud Decoder Networks https://openreview.net/pdf?id=SklVI1HKvH AUGMENTED POLICY GRADIENT METHODS FOR EFFICIENT REINFORCEMENT LEARNING https://openreview.net/pdf?id=S1gN8yrYwB BETANAS: Balanced Training and selective drop for Neural Architecture Search https://openreview.net/pdf?id=HyeEIyBtvr Connecting the Dots Between MLE and RL for Sequence Prediction https://openreview.net/pdf?id=B1gX8JrYPr Universal Approximation with Certified Networks https://openreview.net/pdf?id=B1gX8kBtPr Explain Your Move: Understanding Agent Actions Using Focused Feature Saliency https://openreview.net/pdf?id=SJgzLkBKPB SEERL : Sample Efficient Ensemble Reinforcement Learning https://openreview.net/pdf?id=HkgM81SYDr Learning to Balance: Bayesian Meta-Learning for Imbalanced and Out-of-distribution Tasks https://openreview.net/pdf?id=rkeZIJBYvr DyNet: Dynamic Convolution for Accelerating Convolution Neural Networks https://openreview.net/pdf?id=SyeZIkrKwS Deep Symbolic Superoptimization Without Human Knowledge https://openreview.net/pdf?id=r1egIyBFPS Unsupervised domain adaptation with imputation https://openreview.net/pdf?id=B1lgUkBFwr Sample Efficient Policy Gradient Methods with Recursive Variance Reduction https://openreview.net/pdf?id=HJlxIJBFDr A Generative Model for Molecular Distance Geometry https://openreview.net/pdf?id=S1x1IkHtPr Generating Biased Datasets for Neural Natural Language Processing https://openreview.net/pdf?id=SyekUyrFPS Robustified Importance Sampling for Covariate Shift https://openreview.net/pdf?id=rJe0rkBYvS Fast Task Inference with Variational Intrinsic Successor Features https://openreview.net/pdf?id=BJeAHkrYDS Certified Defenses for Adversarial Patches https://openreview.net/pdf?id=HyeaSkrYPH Hardware-aware One-Shot Neural Architecture Search in Coordinate Ascent Framework https://openreview.net/pdf?id=BJe6BkHYDB Contrastive Representation Distillation https://openreview.net/pdf?id=SkgpBJrtvS Generating valid Euclidean distance matrices https://openreview.net/pdf?id=Skl3SkSKDr Perturbations are not Enough: Generating Adversarial Examples with Spatial Distortions https://openreview.net/pdf?id=HJg3HyStwB Information Theoretic Model Predictive Q-Learning https://openreview.net/pdf?id=rkliHyrFDB On Predictive Information Sub-optimality of RNNs https://openreview.net/pdf?id=HklsHyBKDr Model Inversion Networks for Model-Based Optimization https://openreview.net/pdf?id=SklsBJHKDS Learning to Recognize the Unseen Visual Predicates https://openreview.net/pdf?id=rJecSyHtDS Continuous Control with Contexts, Provably https://openreview.net/pdf?id=Skg5r1BFvB Stabilizing Transformers for Reinforcement Learning https://openreview.net/pdf?id=SyxKrySYPr A FRAMEWORK FOR ROBUSTNESS CERTIFICATION OF SMOOTHED CLASSIFIERS USING F-DIVERGENCES https://openreview.net/pdf?id=SJlKrkSFPH The Detection of Distributional Discrepancy for Text Generation https://openreview.net/pdf?id=SylurJHFPS Relative Pixel Prediction For Autoregressive Image Generation https://openreview.net/pdf?id=SyedHyBFwS FACE SUPER-RESOLUTION GUIDED BY 3D FACIAL PRIORS https://openreview.net/pdf?id=HJeOHJHFPH Natural- to formal-language generation using Tensor Product Representations https://openreview.net/pdf?id=BylPSkHKvB Three-Head Neural Network Architecture for AlphaZero Learning https://openreview.net/pdf?id=BJxvH1BtDS Consistency-Based Semi-Supervised Active Learning: Towards Minimizing Labeling Budget https://openreview.net/pdf?id=HJl8SkBYPr Interpretable Network Structure for Modeling Contextual Dependency https://openreview.net/pdf?id=BkgUB1SYPS Policy Tree Network https://openreview.net/pdf?id=HJlrS1rYwH Padé Activation Units: End-to-end Learning of Flexible Activation Functions in Deep Networks https://openreview.net/pdf?id=BJlBSkHtDS Characterize and Transfer Attention in Graph Neural Networks https://openreview.net/pdf?id=SkeBBJrFPH Adversarial Neural Pruning https://openreview.net/pdf?id=SJe4SJrFDr Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering https://openreview.net/pdf?id=SJgVHkrYDH A Baseline for Few-Shot Image Classification https://openreview.net/pdf?id=rylXBkrYDS Abstract Diagrammatic Reasoning with Multiplex Graph Networks https://openreview.net/pdf?id=ByxQB1BKwH Emergent Systematic Generalization In a Situated Agent https://openreview.net/pdf?id=SklGryBtwr SoftAdam: Unifying SGD and Adam for better stochastic gradient descent https://openreview.net/pdf?id=Skgfr1rYDH ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators https://openreview.net/pdf?id=r1xMH1BtvB Evolutionary Population Curriculum for Scaling Multi-Agent Reinforcement Learning https://openreview.net/pdf?id=SJxbHkrKDH Amharic Text Normalization with Sequence-to-Sequence Models https://openreview.net/pdf?id=SJe-HkBKDS Thinking While Moving: Deep Reinforcement Learning with Concurrent Control https://openreview.net/pdf?id=SJexHkSFPS RATE-DISTORTION OPTIMIZATION GUIDED AUTOENCODER FOR GENERATIVE APPROACH https://openreview.net/pdf?id=BJxeHyrKPB On the expected running time of nonconvex optimization with early stopping https://openreview.net/pdf?id=SygkSkSFDB Knossos: Compiling AI with AI https://openreview.net/pdf?id=SylyHkHYDB Multiagent Reinforcement Learning in Games with an Iterated Dominance Solution https://openreview.net/pdf?id=ryl1r1BYDS CP-GAN: Towards a Better Global Landscape of GANs https://openreview.net/pdf?id=HylA41Btwr Jacobian Adversarially Regularized Networks for Robustness https://openreview.net/pdf?id=Hke0V1rKPS Gradient Descent can Learn Less Over-parameterized Two-layer Neural Networks on Classification Problems https://openreview.net/pdf?id=BJg641BKPH Improving Federated Learning Personalization via Model Agnostic Meta Learning https://openreview.net/pdf?id=BkeaEyBYDB Towards Verified Robustness under Text Deletion Interventions https://openreview.net/pdf?id=SyxhVkrYvr Discovering Topics With Neural Topic Models Built From PLSA Loss https://openreview.net/pdf?id=Skx24yHFDr And the Bit Goes Down: Revisiting the Quantization of Neural Networks https://openreview.net/pdf?id=rJehVyrKwH Meta-Learning Runge-Kutta https://openreview.net/pdf?id=rkesVkHtDr RGBD-GAN: Unsupervised 3D Representation Learning From Natural Image Datasets via RGBD Image Synthesis https://openreview.net/pdf?id=HyxjNyrtPr Provable Benefit of Orthogonal Initialization in Optimizing Deep Linear Networks https://openreview.net/pdf?id=rkgqN1SYvr Instant Quantization of Neural Networks using Monte Carlo Methods https://openreview.net/pdf?id=B1e5NySKwH Hallucinative Topological Memory for Zero-Shot Visual Planning https://openreview.net/pdf?id=BkgF4kSFPB Learning Good Policies By Learning Good Perceptual Models https://openreview.net/pdf?id=HkgYEyrFDr Implementation Matters in Deep RL: A Case Study on PPO and TRPO https://openreview.net/pdf?id=r1etN1rtPB A Closer Look at Deep Policy Gradients https://openreview.net/pdf?id=ryxdEkHtPS Plug and Play Language Model: A simple baseline for controlled language generation https://openreview.net/pdf?id=H1edEyBKDS Efficient High-Dimensional Data Representation Learning via Semi-Stochastic Block Coordinate Descent Methods https://openreview.net/pdf?id=HkewNJStDr Understanding and Robustifying Differentiable Architecture Search https://openreview.net/pdf?id=H1gDNyrKDS Rethinking the Hyperparameters for Fine-tuning https://openreview.net/pdf?id=B1g8VkHFPH UNITER: Learning UNiversal Image-TExt Representations https://openreview.net/pdf?id=S1eL4kBYwr Self-Supervised GAN Compression https://openreview.net/pdf?id=Skl8EkSFDr Retrieving Signals in the Frequency Domain with Deep Complex Extractors https://openreview.net/pdf?id=BylB4kBtwB Query2box: Reasoning over Knowledge Graphs in Vector Space Using Box Embeddings https://openreview.net/pdf?id=BJgr4kSFDS Implementing Inductive bias for different navigation tasks through diverse RNN attrractors https://openreview.net/pdf?id=Byx4NkrtDS Disentangling Style and Content in Anime Illustrations https://openreview.net/pdf?id=BJe4V1HFPr Dynamic Instance Hardness https://openreview.net/pdf?id=H1lXVJStwB Multi-step Greedy Policies in Model-Free Deep Reinforcement Learning https://openreview.net/pdf?id=r1l7E1HFPH A Random Matrix Perspective on Mixtures of Nonlinearities in High Dimensions https://openreview.net/pdf?id=BJx7N1SKvB Is my Deep Learning Model Learning more than I want it to? https://openreview.net/pdf?id=B1lf4yBYPr LIA: Latently Invertible Autoencoder with Adversarial Learning https://openreview.net/pdf?id=ryefE1SYDr PCMC-Net: Feature-based Pairwise Choice Markov Chains https://openreview.net/pdf?id=BJgWE1SFwS Multi-Agent Interactions Modeling with Correlated Policies https://openreview.net/pdf?id=B1gZV1HYvS Pseudo-Labeling and Confirmation Bias in Deep Semi-Supervised Learning https://openreview.net/pdf?id=rJel41BtDH Once for All: Train One Network and Specialize it for Efficient Deployment https://openreview.net/pdf?id=HylxE1HKwS Generalized Convolutional Forest Networks for Domain Generalization and Visual Recognition https://openreview.net/pdf?id=H1lxVyStPH Acutum: When Generalization Meets Adaptability https://openreview.net/pdf?id=S1xJ4JHFvS FR-GAN: Fair and Robust Training https://openreview.net/pdf?id=BylyV1BtDB SNODE: Spectral Discretization of Neural ODEs for System Identification https://openreview.net/pdf?id=Sye0XkBKvS Guiding Program Synthesis by Learning to Generate Examples https://openreview.net/pdf?id=BJl07ySKvS Fast Neural Network Adaptation via Parameters Remapping https://openreview.net/pdf?id=rklTmyBKPH Measuring Calibration in Deep Learning https://openreview.net/pdf?id=r1la7krKPS R2D2: Reuse & Reduce via Dynamic Weight Diffusion for Training Efficient NLP Models https://openreview.net/pdf?id=H1lTQ1rFvS Exploratory Not Explanatory: Counterfactual Analysis of Saliency Maps for Deep RL https://openreview.net/pdf?id=rkl3m1BFDB On the Distribution of Penultimate Activations of Classification Networks https://openreview.net/pdf?id=SJx371HFvr Divide-and-Conquer Adversarial Learning for High-Resolution Image Enhancement https://openreview.net/pdf?id=BJej7kBYwS Meta-Learning Deep Energy-Based Memory Models https://openreview.net/pdf?id=SyljQyBFDH Mutual Information Maximization for Robust Plannable Representations https://openreview.net/pdf?id=Syx9Q1rYvH Depth creates no more spurious local minima in linear networks https://openreview.net/pdf?id=Bkx5XyrtPS WORD SEQUENCE PREDICTION FOR AMHARIC LANGUAGE https://openreview.net/pdf?id=HkgqmyrYDH YaoGAN: Learning Worst-case Competitive Algorithms from Self-generated Inputs https://openreview.net/pdf?id=HygYmJBKwH Annealed Denoising score matching: learning Energy based model in high-dimensional spaces https://openreview.net/pdf?id=HJeFmkBtvB Finding Winning Tickets with Limited (or No) Supervision https://openreview.net/pdf?id=SJx_QJHYDB Graph Convolutional Reinforcement Learning https://openreview.net/pdf?id=HkxdQkSYDB Open-Set Domain Adaptation with Category-Agnostic Clusters https://openreview.net/pdf?id=Bkgv71rtwr Deep Generative Classifier for Out-of-distribution Sample Detection https://openreview.net/pdf?id=HJePXkHtvS Reparameterized Variational Divergence Minimization for Stable Imitation https://openreview.net/pdf?id=SyxDXJStPS Learning Function-Specific Word Representations https://openreview.net/pdf?id=BkgL7kBtDH Swoosh! Rattle! Thump! - Actions that Sound https://openreview.net/pdf?id=SJeUm1HtDH Improving and Stabilizing Deep Energy-Based Learning https://openreview.net/pdf?id=HkxHXJrtPr Perception-Driven Curiosity with Bayesian Surprise https://openreview.net/pdf?id=rJlBQkrFvr Towards Simplicity in Deep Reinforcement Learning: Streamlined Off-Policy Learning https://openreview.net/pdf?id=SJl47yBYPS Towards Effective and Efficient Zero-shot Learning by Fine-tuning with Task Descriptions https://openreview.net/pdf?id=rkxNQJrFPH TWIN GRAPH CONVOLUTIONAL NETWORKS: GCN WITH DUAL GRAPH SUPPORT FOR SEMI-SUPERVISED LEARNING https://openreview.net/pdf?id=SkxV7kHKvr Continual Density Ratio Estimation (CDRE): A new method for evaluating generative models in continual learning https://openreview.net/pdf?id=HJemQJBKDr CONTRIBUTION OF INTERNAL REFLECTION IN LANGUAGE EMERGENCE WITH AN UNDER-RESTRICTED SITUATION https://openreview.net/pdf?id=BylQm1HKvB Kernelized Wasserstein Natural Gradient https://openreview.net/pdf?id=Hklz71rYvS The Curious Case of Neural Text Degeneration https://openreview.net/pdf?id=rygGQyrFvH Universal approximations of permutation invariant/equivariant functions by deep neural networks https://openreview.net/pdf?id=HkeZQJBKDB Improving Robustness Without Sacrificing Accuracy with Patch Gaussian Augmentation https://openreview.net/pdf?id=HkxWXkStDB What Can Learned Intrinsic Rewards Capture? https://openreview.net/pdf?id=SkgbmyHFDS On Iterative Neural Network Pruning, Reinitialization, and the Similarity of Masks https://openreview.net/pdf?id=B1xgQkrYwS Implicit Generative Modeling for Efficient Exploration https://openreview.net/pdf?id=BkgeQ1BYwS Continuous Meta-Learning without Tasks https://openreview.net/pdf?id=r1l1myStwr Counterfactual Regularization for Model-Based Reinforcement Learning https://openreview.net/pdf?id=rJlk71rYvH Multilingual Alignment of Contextual Word Representations https://openreview.net/pdf?id=r1xCMyBtPS A bi-diffusion based layer-wise sampling method for deep learning in large graphs https://openreview.net/pdf?id=B1xRGkHYDS Learning Video Representations using Contrastive Bidirectional Transformer https://openreview.net/pdf?id=rJgRMkrtDr Unrestricted Adversarial Attacks For Semantic Segmentation https://openreview.net/pdf?id=rkx6MJSFPH Randomness in Deconvolutional Networks for Visual Representation https://openreview.net/pdf?id=S1xTMyHYwB HUBERT Untangles BERT to Improve Transfer across NLP Tasks https://openreview.net/pdf?id=HJxnM1rFvr The Gambler's Problem and Beyond https://openreview.net/pdf?id=HyxnMyBKwB CRAP: Semi-supervised Learning via Conditional Rotation Angle Prediction https://openreview.net/pdf?id=BJxoz1rKwr Noisy $\ell^{0}$-Sparse Subspace Clustering on Dimensionality Reduced Data https://openreview.net/pdf?id=H1gjM1SFDr GraphAF: a Flow-based Autoregressive Model for Molecular Graph Generation https://openreview.net/pdf?id=S1esMkHYPr Off-policy Multi-step Q-learning https://openreview.net/pdf?id=r1lczkHKPr Axial Attention in Multidimensional Transformers https://openreview.net/pdf?id=H1e5GJBtDr Joint text classification on multiple levels with multiple labels https://openreview.net/pdf?id=BJlFzkSFwr Fully Quantized Transformer for Improved Translation https://openreview.net/pdf?id=B1eYGkBKDB The Surprising Behavior Of Graph Neural Networks https://openreview.net/pdf?id=BkgOM1rKvr Double Neural Counterfactual Regret Minimization https://openreview.net/pdf?id=ByedzkrKvH Resizable Neural Networks https://openreview.net/pdf?id=BJe_z1HFPr Multitask Soft Option Learning https://openreview.net/pdf?id=BkeDGJBKvB Adaptive Adversarial Imitation Learning https://openreview.net/pdf?id=HklvMJSYPB Representation Learning with Multisets https://openreview.net/pdf?id=H1eUz1rKPr Improving Confident-Classifiers For Out-of-distribution Detection https://openreview.net/pdf?id=rJeIGkBKPS Cyclic Graph Dynamic Multilayer Perceptron for Periodic Signals https://openreview.net/pdf?id=S1xSzyrYDB Accelerating Monte Carlo Bayesian Inference via Approximating Predictive Uncertainty over the Simplex https://openreview.net/pdf?id=HJlHzJBFwB Capsule Networks without Routing Procedures https://openreview.net/pdf?id=B1gNfkrYvS Certifiably Robust Interpretation in Deep Learning https://openreview.net/pdf?id=rkxVz1HKwB Continuous Convolutional Neural Network forNonuniform Time Series https://openreview.net/pdf?id=r1e4MkSFDr DS-VIC: Unsupervised Discovery of Decision States for Transfer in RL https://openreview.net/pdf?id=SJeQGJrKwH Neural Policy Gradient Methods: Global Optimality and Rates of Convergence https://openreview.net/pdf?id=BJgQfkSYDS Multi-objective Neural Architecture Search via Predictive Network Performance Optimization https://openreview.net/pdf?id=rJgffkSFPS Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by Enabling Input-Adaptive Inference https://openreview.net/pdf?id=rJgzzJHtDB Dynamic Sparse Training: Find Efficient Sparse Network From Scratch With Trainable Masked Layers https://openreview.net/pdf?id=SJlbGJrtDB A Mean-Field Theory for Kernel Alignment with Random Features in Generative Adverserial Networks https://openreview.net/pdf?id=Skl-fyHKPH Learning Key Steps to Attack Deep Reinforcement Learning Agents https://openreview.net/pdf?id=Hkxbz1HKvr Beyond Linearization: On Quadratic and Higher-Order Approximation of Wide Neural Networks https://openreview.net/pdf?id=rkllGyBFPH On PAC-Bayes Bounds for Deep Neural Networks using the Loss Curvature https://openreview.net/pdf?id=SklgfkSFPH Deep Graph Matching Consensus https://openreview.net/pdf?id=HyeJf1HKvS Self-Supervised Learning of Appliance Usage https://openreview.net/pdf?id=B1lJzyStvS Gaussian Conditional Random Fields for Classification https://openreview.net/pdf?id=ryxC-kBYDS Fourier networks for uncertainty estimates and out-of-distribution detection https://openreview.net/pdf?id=rkgAb1Btvr Semantic Hierarchy Emerges in the Deep Generative Representations for Scene Synthesis https://openreview.net/pdf?id=Syxp-1HtvB Quantum Algorithms for Deep Convolutional Neural Networks https://openreview.net/pdf?id=Hygab1rKDS TWO-STEP UNCERTAINTY NETWORK FOR TASKDRIVEN SENSOR PLACEMENT https://openreview.net/pdf?id=SyxTZ1HYwB EXPLOITING SEMANTIC COHERENCE TO IMPROVE PREDICTION IN SATELLITE SCENE IMAGE ANALYSIS: APPLICATION TO DISEASE DENSITY ESTIMATION https://openreview.net/pdf?id=Skxn-JSYwr Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds https://openreview.net/pdf?id=ryghZJBKPS Abstractive Dialog Summarization with Semantic Scaffolds https://openreview.net/pdf?id=B1eibJrtwr Evaluating Semantic Representations of Source Code https://openreview.net/pdf?id=SklibJBFDB Searching to Exploit Memorization Effect in Learning from Corrupted Labels https://openreview.net/pdf?id=rJxqZkSFDB Study of a Simple, Expressive and Consistent Graph Feature Representation https://openreview.net/pdf?id=Bkeqb1BFvB Understanding l4-based Dictionary Learning: Interpretation, Stability, and Robustness https://openreview.net/pdf?id=SJeY-1BKDS Balancing Cost and Benefit with Tied-Multi Transformers https://openreview.net/pdf?id=BygKZkBtDH End-to-End Multi-Domain Task-Oriented Dialogue Systems with Multi-level Neural Belief Tracker https://openreview.net/pdf?id=rylK-kBYwr All Neural Networks are Created Equal https://openreview.net/pdf?id=HJgub1SKDH Construction of Macro Actions for Deep Reinforcement Learning https://openreview.net/pdf?id=SJgubJrKPr BOSH: An Efficient Meta Algorithm for Decision-based Attacks https://openreview.net/pdf?id=ryxPbkrtvr MGP-AttTCN: An Interpretable Machine Learning Model for the Prediction of Sepsis https://openreview.net/pdf?id=rJgDb1SFwB Unsupervised Representation Learning by Predicting Random Distances https://openreview.net/pdf?id=rkgIW1HKPB ConQUR: Mitigating Delusional Bias in Deep Q-Learning https://openreview.net/pdf?id=ryg8WJSKPr Where is the Information in a Deep Network? https://openreview.net/pdf?id=BkgHWkrtPB Extreme Values are Accurate and Robust in Deep Networks https://openreview.net/pdf?id=H1gHb1rFwr Statistically Consistent Saliency Estimation https://openreview.net/pdf?id=BJlrZyrKDB Domain-Independent Dominance of Adaptive Methods https://openreview.net/pdf?id=HylNWkHtvB Neural Networks for Principal Component Analysis: A New Loss Function Provably Yields Ordered Exact Eigenvectors https://openreview.net/pdf?id=ByeVWkBYPH Symplectic ODE-Net: Learning Hamiltonian Dynamics with Control https://openreview.net/pdf?id=ryxmb1rKDS PNEN: Pyramid Non-Local Enhanced Networks https://openreview.net/pdf?id=BJl7WyHFDS Interpretations are useful: penalizing explanations to align neural networks with prior knowledge https://openreview.net/pdf?id=Syx7WyBtwB FreeLB: Enhanced Adversarial Training for Language Understanding https://openreview.net/pdf?id=BygzbyHFvB Behaviour Suite for Reinforcement Learning https://openreview.net/pdf?id=rygf-kSYwH Strategies for Pre-training Graph Neural Networks https://openreview.net/pdf?id=HJlWWJSFDH GRAPHS, ENTITIES, AND STEP MIXTURE https://openreview.net/pdf?id=S1eWbkSFPS Refining the variational posterior through iterative optimization https://openreview.net/pdf?id=rkglZyHtvH Aggregating explanation methods for neural networks stabilizes explanations https://openreview.net/pdf?id=B1xeZJHKPB Recurrent Hierarchical Topic-Guided Neural Language Models https://openreview.net/pdf?id=Byl1W1rtvH Invertible generative models for inverse problems: mitigating representation error and dataset bias https://openreview.net/pdf?id=BJgkbyHKDS An Algorithm-Agnostic NAS Benchmark https://openreview.net/pdf?id=HJxyZkBKDr Learning World Graph Decompositions To Accelerate Reinforcement Learning https://openreview.net/pdf?id=BkgRe1SFDS Gram-Gauss-Newton Method: Learning Overparameterized Neural Networks for Regression Problems https://openreview.net/pdf?id=H1gCeyHFDS Controlling generative models with continuous factors of variations https://openreview.net/pdf?id=H1laeJrKDB Emergent Tool Use From Multi-Agent Autocurricula https://openreview.net/pdf?id=SkxpxJBKwS The fairness-accuracy landscape of neural classifiers https://openreview.net/pdf?id=S1e3g1rtwB Simple and Effective Regularization Methods for Training on Noisily Labeled Data with Generalization Guarantee https://openreview.net/pdf?id=Hke3gyHYwH Unsupervised Clustering using Pseudo-semi-supervised Learning https://openreview.net/pdf?id=rJlnxkSYPS Geometric Analysis of Nonconvex Optimization Landscapes for Overcomplete Learning https://openreview.net/pdf?id=rygixkHKDH POLYNOMIAL ACTIVATION FUNCTIONS https://openreview.net/pdf?id=rkxsgkHKvH PairNorm: Tackling Oversmoothing in GNNs https://openreview.net/pdf?id=rkecl1rtwB Training-Free Uncertainty Estimation for Neural Networks https://openreview.net/pdf?id=Sye9lyHKwB Black-box Off-policy Estimation for Infinite-Horizon Reinforcement Learning https://openreview.net/pdf?id=S1ltg1rFDS Empirical Studies on the Properties of Linear Regions in Deep Neural Networks https://openreview.net/pdf?id=SkeFl1HKwr SNOW: Subscribing to Knowledge via Channel Pooling for Transfer & Lifelong Learning https://openreview.net/pdf?id=rJxtgJBKDr Smoothness and Stability in GANs https://openreview.net/pdf?id=HJeOekHKwr Adaptive Correlated Monte Carlo for Contextual Categorical Sequence Generation https://openreview.net/pdf?id=r1lOgyrKDS On Bonus Based Exploration Methods In The Arcade Learning Environment https://openreview.net/pdf?id=BJewlyStDr Power up! Robust Graph Convolutional Network based on Graph Powering https://openreview.net/pdf?id=BkxDxJHFDr Global graph curvature https://openreview.net/pdf?id=ByeDl1BYvH Deep k-NN for Noisy Labels https://openreview.net/pdf?id=BklIxyHKDr Filling the Soap Bubbles: Efficient Black-Box Adversarial Certification with Non-Gaussian Smoothing https://openreview.net/pdf?id=Skg8gJBFvr Guided Adaptive Credit Assignment for Sample Efficient Policy Optimization https://openreview.net/pdf?id=SyxBgkBFPS A Theory of Usable Information under Computational Constraints https://openreview.net/pdf?id=r1eBeyHFDH On the Invertibility of Invertible Neural Networks https://openreview.net/pdf?id=BJlVeyHFwH Shallow VAEs with RealNVP Prior Can Perform as Well as Deep Hierarchical VAEs https://openreview.net/pdf?id=SkeNlJSKvS GAN-based Gaussian Mixture Model Responsibility Learning https://openreview.net/pdf?id=HJgEe1SKPr Information-Theoretic Local Minima Characterization and Regularization https://openreview.net/pdf?id=BJlXgkHYvS Well-Read Students Learn Better: On the Importance of Pre-training Compact Models https://openreview.net/pdf?id=BJg7x1HFvB IMPACT: Importance Weighted Asynchronous Architectures with Clipped Target Networks https://openreview.net/pdf?id=BJeGlJStPr UWGAN: UNDERWATER GAN FOR REAL-WORLD UNDERWATER COLOR RESTORATION AND DEHAZING https://openreview.net/pdf?id=HkgMxkHtPH HiLLoC: lossless image compression with hierarchical latent variable models https://openreview.net/pdf?id=r1lZgyBYwS Learning to Learn Kernels with Variational Random Features https://openreview.net/pdf?id=rJebgkSFDB Efficient Wrapper Feature Selection using Autoencoder and Model Based Elimination https://openreview.net/pdf?id=SkgWeJrYwr Physics-aware Difference Graph Networks for Sparsely-Observed Dynamics https://openreview.net/pdf?id=r1gelyrtwH Polylogarithmic width suffices for gradient descent to achieve arbitrarily small test error with shallow ReLU networks https://openreview.net/pdf?id=HygegyrYwH Dual Sequential Monte Carlo: Tunneling Filtering and Planning in Continuous POMDPs https://openreview.net/pdf?id=Byl1e1BFPH Enhancing Language Emergence through Empathy https://openreview.net/pdf?id=Hke1gySFvB The Generalization-Stability Tradeoff in Neural Network Pruning https://openreview.net/pdf?id=B1eCk1StPH Word embedding re-examined: is the symmetrical factorization optimal? https://openreview.net/pdf?id=HklCk1BtwS Empowering Graph Representation Learning with Paired Training and Graph Co-Attention https://openreview.net/pdf?id=BJeRykBKDH Learning representations for binary-classification without backpropagation https://openreview.net/pdf?id=Bke61krFvS Deep unsupervised feature selection https://openreview.net/pdf?id=BylTy1HFDS WaveFlow: A Compact Flow-based Model for Raw Audio https://openreview.net/pdf?id=Skeh1krtvH Mathematical Reasoning in Latent Space https://openreview.net/pdf?id=Ske31kBtPr Black Box Recursive Translations for Molecular Optimization https://openreview.net/pdf?id=rJxok1BYPr Improved Generalization Bound of Permutation Invariant Deep Neural Networks https://openreview.net/pdf?id=B1eiJyrtDB Frequency-based Search-control in Dyna https://openreview.net/pdf?id=B1gskyStwr Off-policy Bandits with Deficient Support https://openreview.net/pdf?id=SklcyJBtvB Implicit λ-Jeffreys Autoencoders: Taking the Best of Both Worlds https://openreview.net/pdf?id=Syxc1yrKvr Super-AND: A Holistic Approach to Unsupervised Embedding Learning https://openreview.net/pdf?id=Hkgty1BFDS FLUID FLOW MASS TRANSPORT FOR GENERATIVE NETWORKS https://openreview.net/pdf?id=HyeYJ1SKDH Recognizing Plans by Learning Embeddings from Observed Action Distributions https://openreview.net/pdf?id=ByeOkyrtPS LEX-GAN: Layered Explainable Rumor Detector Based on Generative Adversarial Networks https://openreview.net/pdf?id=S1lukyrKPr Towards Stable and Efficient Training of Verifiably Robust Neural Networks https://openreview.net/pdf?id=Skxuk1rFwB Multi-hop Question Answering via Reasoning Chains https://openreview.net/pdf?id=ByxDJyHYPS Factorized Multimodal Transformer for Multimodal Sequential Learning https://openreview.net/pdf?id=BJxD11HFDS Learning in Confusion: Batch Active Learning with Noisy Oracle https://openreview.net/pdf?id=SJxIkkSKwB Iterative energy-based projection on a normal data manifold for anomaly localization https://openreview.net/pdf?id=HJx81ySKwr Counting the Paths in Deep Neural Networks as a Performance Predictor https://openreview.net/pdf?id=Bkx8JJBtDS Chart Auto-Encoders for Manifold Structured Data https://openreview.net/pdf?id=rJeBJJBYDB Optimizing Loss Landscape Connectivity via Neuron Alignment https://openreview.net/pdf?id=B1erJJrYPH CROSS-DOMAIN CASCADED DEEP TRANSLATION https://openreview.net/pdf?id=BJe4JJBYwS V1Net: A computational model of cortical horizontal connections https://openreview.net/pdf?id=Hyg4kkHKwH Distribution Matching Prototypical Network for Unsupervised Domain Adaptation https://openreview.net/pdf?id=r1eX1yrKwB Deep amortized clustering https://openreview.net/pdf?id=H1lQJ1HYwS Using Objective Bayesian Methods to Determine the Optimal Degree of Curvature within the Loss Landscape https://openreview.net/pdf?id=HygXkJHtvB Towards neural networks that provably know when they don't know https://openreview.net/pdf?id=ByxGkySKwH BatchEnsemble: an Alternative Approach to Efficient Ensemble and Lifelong Learning https://openreview.net/pdf?id=Sklf1yrYDr Fully Convolutional Graph Neural Networks using Bipartite Graph Convolutions https://openreview.net/pdf?id=H1gWyJBFDr Inductive representation learning on temporal graphs https://openreview.net/pdf?id=rJeW1yHYwH Attention on Abstract Visual Reasoning https://openreview.net/pdf?id=Bkel1krKPS Starfire: Regularization-Free Adversarially-Robust Structured Sparse Training https://openreview.net/pdf?id=SJegkkrYPS Convolutional Tensor-Train LSTM for Long-Term Video Prediction https://openreview.net/pdf?id=Hkee1JBKwB An Information Theoretic Approach to Distributed Representation Learning https://openreview.net/pdf?id=H1gyy1BtDS PatchVAE: Learning Local Latent Codes for Recognition https://openreview.net/pdf?id=r1x1kJHKDH A Probabilistic Formulation of Unsupervised Text Style Transfer https://openreview.net/pdf?id=HJlA0C4tPS ROBUST GENERATIVE ADVERSARIAL NETWORK https://openreview.net/pdf?id=HyxCRCEKwB Feature Map Transform Coding for Energy-Efficient CNN Inference https://openreview.net/pdf?id=BJeTCAEtDB Generative Models for Effective ML on Private, Decentralized Datasets https://openreview.net/pdf?id=SJgaRA4FPH Learning from Partially-Observed Multimodal Data with Variational Autoencoders https://openreview.net/pdf?id=rylT0AVtwH A SIMPLE AND EFFECTIVE FRAMEWORK FOR PAIRWISE DEEP METRIC LEARNING https://openreview.net/pdf?id=SJl3CANKvB A Group-Theoretic Framework for Knowledge Graph Embedding https://openreview.net/pdf?id=r1e30AEKPr A⋆MCTS: SEARCH WITH THEORETICAL GUARANTEE USING POLICY AND VALUE FUNCTIONS https://openreview.net/pdf?id=SJloA0EYDr Picking Winning Tickets Before Training by Preserving Gradient Flow https://openreview.net/pdf?id=SkgsACVKPH Exploring Cellular Protein Localization Through Semantic Image Synthesis https://openreview.net/pdf?id=Byg9AR4YDB Learning Calibratable Policies using Programmatic Style-Consistency https://openreview.net/pdf?id=Byx5R0NKPr Contextual Temperature for Language Modeling https://openreview.net/pdf?id=H1x9004YPr Retrospection: Leveraging the Past for Efficient Training of Deep Neural Networks https://openreview.net/pdf?id=H1eY00VFDB Curriculum Loss: Robust Learning and Generalization against Label Corruption https://openreview.net/pdf?id=rkgt0REKwS Discrete Transformer https://openreview.net/pdf?id=BygdR0VKDr Adversarially Robust Generalization Just Requires More Unlabeled Data https://openreview.net/pdf?id=H1gdAC4KDB Why Does the VQA Model Answer No?: Improving Reasoning through Visual and Linguistic Inference https://openreview.net/pdf?id=HJlvCR4KDS DeepSFM: Structure From Motion Via Deep Bundle Adjustment https://openreview.net/pdf?id=SyeD0RVtvS IsoNN: Isomorphic Neural Network for Graph Representation Learning and Classification https://openreview.net/pdf?id=rylvAA4YDB Uncertainty-guided Continual Learning with Bayesian Neural Networks https://openreview.net/pdf?id=HklUCCVKDB Spline Templated Based Handwriting Generation https://openreview.net/pdf?id=r1g8C04FwB On Empirical Comparisons of Optimizers for Deep Learning https://openreview.net/pdf?id=HygrAR4tPS On Evaluating Explainability Algorithms https://openreview.net/pdf?id=B1xBAA4FwH Deep Hierarchical-Hyperspherical Learning (DH^2L) https://openreview.net/pdf?id=r1lHAAVtwr Versatile Anomaly Detection with Outlier Preserving Distribution Mapping Autoencoders https://openreview.net/pdf?id=SkxV0RVYDH Ladder Polynomial Neural Networks https://openreview.net/pdf?id=HJxN0CNFPB Training Recurrent Neural Networks Online by Learning Explicit State Variables https://openreview.net/pdf?id=SJgmR0NKPr How fine can fine-tuning be? Learning efficient language models https://openreview.net/pdf?id=SJx7004FPH Improved Modeling of Complex Systems Using Hybrid Physics/Machine Learning/Stochastic Models https://openreview.net/pdf?id=rygfC0VKPS LEARNING TO LEARN WITH BETTER CONVERGENCE https://openreview.net/pdf?id=S1xGCAVKvr Deep Expectation-Maximization in Hidden Markov Models via Simultaneous Perturbation Stochastic Approximation https://openreview.net/pdf?id=BkxGAREYwB Cross-lingual Alignment vs Joint Training: A Comparative Study and A Simple Unified Framework https://openreview.net/pdf?id=S1l-C0NtwS Compositional Visual Generation with Energy Based Models https://openreview.net/pdf?id=BygZARVFDH Learning Sparsity and Quantization Jointly and Automatically for Neural Network Compression via Constrained Optimization https://openreview.net/pdf?id=SkexAREFDH Hierarchical Bayes Autoencoders https://openreview.net/pdf?id=H1leCRNYvS Wyner VAE: A Variational Autoencoder with Succinct Common Representation Learning https://openreview.net/pdf?id=r1g1CAEKDH Granger Causal Structure Reconstruction from Heterogeneous Multivariate Time Series https://openreview.net/pdf?id=SJxyCRVKvB CGT: Clustered Graph Transformer for Urban Spatio-temporal Prediction https://openreview.net/pdf?id=H1eJAANtvr Robust Reinforcement Learning for Continuous Control with Model Misspecification https://openreview.net/pdf?id=HJgC60EtwB Decoupling Representation and Classifier for Long-Tailed Recognition https://openreview.net/pdf?id=r1gRTCVFvB SDGM: Sparse Bayesian Classifier Based on a Discriminative Gaussian Mixture Model https://openreview.net/pdf?id=r1xapAEKwS Which Tasks Should Be Learned Together in Multi-task Learning? https://openreview.net/pdf?id=HJlTpCEKvS COMBINED FLEXIBLE ACTIVATION FUNCTIONS FOR DEEP NEURAL NETWORKS https://openreview.net/pdf?id=r1lh6C4FDr Empirical observations pertaining to learned priors for deep latent variable models https://openreview.net/pdf?id=ryl260NYDr MetaPoison: Learning to craft adversarial poisoning examples via meta-learning https://openreview.net/pdf?id=SyliaANtwH Teacher-Student Compression with Generative Adversarial Networks https://openreview.net/pdf?id=S1xipR4FPB Visual Hide and Seek https://openreview.net/pdf?id=Skg9aAEKwH Unsupervised Temperature Scaling: Robust Post-processing Calibration for Domain Shift https://openreview.net/pdf?id=Hyg5TRNtDH Pareto Optimality in No-Harm Fairness https://openreview.net/pdf?id=B1e5TA4FPr Domain Adaptation Through Label Propagation: Learning Clustered and Aligned Features https://openreview.net/pdf?id=HJgY6R4YPH Visual Representation Learning with 3D View-Constrastive Inverse Graphics Networks https://openreview.net/pdf?id=BJxt60VtPr Dream to Control: Learning Behaviors by Latent Imagination https://openreview.net/pdf?id=S1lOTC4tDS From Inference to Generation: End-to-end Fully Self-supervised Generation of Human Face from Speech https://openreview.net/pdf?id=H1guaREYPr Active Learning Graph Neural Networks via Node Feature Propagation https://openreview.net/pdf?id=HylwpREtDr Real or Not Real, that is the Question https://openreview.net/pdf?id=B1lPaCNtPB Deep Reinforcement Learning with Implicit Human Feedback https://openreview.net/pdf?id=rJgDT04twH Multi-Sample Dropout for Accelerated Training and Better Generalization https://openreview.net/pdf?id=BJlITC4KDB MelNet: A Generative Model for Audio in the Frequency Domain https://openreview.net/pdf?id=r1gIa0NtDH Semi-Supervised Semantic Dependency Parsing Using CRF Autoencoders https://openreview.net/pdf?id=BklS6ANFDH Image Classification Through Top-Down Image Pyramid Traversal https://openreview.net/pdf?id=rkeH6AEYvr Cross Domain Imitation Learning https://openreview.net/pdf?id=S1gV6AVKwB FAST LEARNING VIA EPISODIC MEMORY: A PERSPECTIVE FROM ANIMAL DECISION-MAKING https://openreview.net/pdf?id=BJl4pA4Kwr DCTD: Deep Conditional Target Densities for Accurate Regression https://openreview.net/pdf?id=BJxV6A4FDH Blending Diverse Physical Priors with Neural Networks https://openreview.net/pdf?id=HkeQ6ANYDB VISUALIZING POINT CLOUD CLASSIFIERS BY MORPHING POINT CLOUDS INTO POTATOES https://openreview.net/pdf?id=BJema04FvS Read, Highlight and Summarize: A Hierarchical Neural Semantic Encoder-based Approach https://openreview.net/pdf?id=rklzaCNtvS Posterior Control of Blackbox Generation https://openreview.net/pdf?id=r1gzaCEtPS A closer look at network resolution for efficient network design https://openreview.net/pdf?id=H1x-pANtDB Efficient Systolic Array Based on Decomposable MAC for Quantized Deep Neural Networks https://openreview.net/pdf?id=Hye-p0VFPB Improved Image Augmentation for Convolutional Neural Networks by Copyout and CopyPairing https://openreview.net/pdf?id=rkxWpCNKvS On the Evaluation of Conditional GANs https://openreview.net/pdf?id=rylxpA4YwH JAUNE: Justified And Unified Neural language Evaluation https://openreview.net/pdf?id=r1gx60NKPS Classification as Decoder: Trading Flexibility for Control in Multi Domain Dialogue https://openreview.net/pdf?id=H1xk6AEFwr Statistical Adaptive Stochastic Optimization https://openreview.net/pdf?id=B1gkpR4FDB Scalable Neural Learning for Verifiable Consistency with Temporal Specifications https://openreview.net/pdf?id=BklC2RNKDS Model Comparison of Beer data classification using an electronic nose https://openreview.net/pdf?id=S1gR2ANFvB Non-linear System Identification from Partial Observations via Iterative Smoothing and Learning https://openreview.net/pdf?id=B1gR3ANFPS Evaluating Lossy Compression Rates of Deep Generative Models https://openreview.net/pdf?id=ryga2CNKDH LambdaNet: Probabilistic Type Inference using Graph Neural Networks https://openreview.net/pdf?id=Hkx6hANtwH Variational Autoencoders with Normalizing Flow Decoders https://openreview.net/pdf?id=r1eh30NFwB Model-Augmented Actor-Critic: Backpropagating through Paths https://openreview.net/pdf?id=Skln2A4YDB Metagross: Meta Gated Recursive Controller Units for Sequence Modeling https://openreview.net/pdf?id=Sygn20VtwH Neural Symbolic Reader: Scalable Integration of Distributed and Symbolic Representations for Reading Comprehension https://openreview.net/pdf?id=ryxjnREFwH Variational Autoencoders for Highly Multivariate Spatial Point Processes Intensities https://openreview.net/pdf?id=B1lj20NFDS Stochastic Mirror Descent on Overparameterized Nonlinear Models https://openreview.net/pdf?id=Skeq30NFPr Denoising and Regularization via Exploiting the Structural Bias of Convolutional Generators https://openreview.net/pdf?id=HJeqhA4YDS Recurrent Chunking Mechanisms for Conversational Machine Reading Comprehension https://openreview.net/pdf?id=ByetnC4FwS Frequency Analysis for Graph Convolution Network https://openreview.net/pdf?id=HylthC4twr Network Deconvolution https://openreview.net/pdf?id=rkeu30EtvS Revisiting Self-Training for Neural Sequence Generation https://openreview.net/pdf?id=SJgdnAVKDH Generative Cleaning Networks with Quantized Nonlinear Transform for Deep Neural Network Defense https://openreview.net/pdf?id=SkxOhANKDr Mutual Exclusivity as a Challenge for Deep Neural Networks https://openreview.net/pdf?id=S1lvn0NtwH Meta-Q-Learning https://openreview.net/pdf?id=SJeD3CEFPH CURSOR-BASED ADAPTIVE QUANTIZATION FOR DEEP NEURAL NETWORK https://openreview.net/pdf?id=H1gL3RVtwr Natural Image Manipulation for Autoregressive Models Using Fisher Scores https://openreview.net/pdf?id=Bye8hREtvB Unifying Part Detection And Association For Multi-person Pose Estimation https://openreview.net/pdf?id=SJxSn0EYvS Towards a Deep Network Architecture for Structured Smoothness https://openreview.net/pdf?id=Hklr204Fvr A novel text representation which enables image classifiers to perform text classification https://openreview.net/pdf?id=HJxB3AEFDS On the Global Convergence of Training Deep Linear ResNets https://openreview.net/pdf?id=HJxEhREKDH A Closer Look at the Optimization Landscapes of Generative Adversarial Networks https://openreview.net/pdf?id=HJeVnCEKwH Perceptual Generative Autoencoders https://openreview.net/pdf?id=BkxX30EFPS Simplified Action Decoder for Deep Multi-Agent Reinforcement Learning https://openreview.net/pdf?id=B1xm3RVtwB JAX MD: End-to-End Differentiable, Hardware Accelerated, Molecular Dynamics in Pure Python https://openreview.net/pdf?id=r1xMnCNYvB Deflecting Adversarial Attacks https://openreview.net/pdf?id=BJgMn0EYPB Biologically inspired sleep algorithm for increased generalization and adversarial robustness in deep neural networks https://openreview.net/pdf?id=r1xGnA4Kvr MUSE: Multi-Scale Attention Model for Sequence to Sequence Learning https://openreview.net/pdf?id=SJe-3REFwr Distributed Bandit Learning: Near-Optimal Regret with Efficient Communication https://openreview.net/pdf?id=SJxZnR4YvB Is a Good Representation Sufficient for Sample Efficient Reinforcement Learning? https://openreview.net/pdf?id=r1genAVKPB Shifted and Squeezed 8-bit Floating Point format for Low-Precision Training of Deep Neural Networks https://openreview.net/pdf?id=Bkxe2AVtPS Being Bayesian, Even Just a Bit, Fixes Overconfidence in ReLU Networks https://openreview.net/pdf?id=H1gJ2RVFPH Intriguing Properties of Adversarial Training at Scale https://openreview.net/pdf?id=HyxJhCEFDS Point Process Flows https://openreview.net/pdf?id=rklJ2CEYPH Cover Filtration and Stable Paths in the Mapper https://openreview.net/pdf?id=SJx0oAEYwH Fully Polynomial-Time Randomized Approximation Schemes for Global Optimization of High-Dimensional Folded Concave Penalized Generalized Linear Models https://openreview.net/pdf?id=Byx0iAEYPH Learning Neural Surrogate Model for Warm-Starting Bayesian Optimization https://openreview.net/pdf?id=H1g6s0NtwS Scalable Differentially Private Data Generation via Private Aggregation of Teacher Ensembles https://openreview.net/pdf?id=Hkl6i0EFPH Knowledge Graph Embedding: A Probabilistic Perspective and Generalization Bounds https://openreview.net/pdf?id=SJg2j0VFPB Stabilizing Neural ODE Networks with Stochasticity https://openreview.net/pdf?id=Skx2iCNFwB Adversarial Paritial Multi-label Learning https://openreview.net/pdf?id=rkehoAVtvS Adversarial Interpolation Training: A Simple Approach for Improving Model Robustness https://openreview.net/pdf?id=Syejj0NYvr Agent as Scientist: Learning to Verify Hypotheses https://openreview.net/pdf?id=Syxss0EYPS CRNet: Image Super-Resolution Using A Convolutional Sparse Coding Inspired Network https://openreview.net/pdf?id=rJgqjREtvS Deep Double Descent: Where Bigger Models and More Data Hurt https://openreview.net/pdf?id=B1g5sA4twr Multigrid Neural Memory https://openreview.net/pdf?id=ByxKo04tvr ASGen: Answer-containing Sentence Generation to Pre-Train Question Generator for Scale-up Data in Question Answering https://openreview.net/pdf?id=H1lFsREYPS Distribution-Guided Local Explanation for Black-Box Classifiers https://openreview.net/pdf?id=rJgFjREtwr Decoding As Dynamic Programming For Recurrent Autoregressive Models https://openreview.net/pdf?id=HklOo0VFDH Compressed Sensing with Deep Image Prior and Learned Regularization https://openreview.net/pdf?id=Hkl_sAVtwr Gradient Surgery for Multi-Task Learning https://openreview.net/pdf?id=HJewiCVFPB SINGLE PATH ONE-SHOT NEURAL ARCHITECTURE SEARCH WITH UNIFORM SAMPLING https://openreview.net/pdf?id=r1gPoCEKvH Synthesizing Programmatic Policies that Inductively Generalize https://openreview.net/pdf?id=S1l8oANFDH Transformer-XH: Multi-hop question answering with eXtra Hop attention https://openreview.net/pdf?id=r1eIiCNYwS Variational Hyper RNN for Sequence Modeling https://openreview.net/pdf?id=SylUiREKvB Generalization through Memorization: Nearest Neighbor Language Models https://openreview.net/pdf?id=HklBjCEKvH Comparing Fine-tuning and Rewinding in Neural Network Pruning https://openreview.net/pdf?id=S1gSj0NKvB Simple is Better: Training an End-to-end Contract Bridge Bidding Agent without Human Knowledge https://openreview.net/pdf?id=SklViCEFPH The Sooner The Better: Investigating Structure of Early Winning Lottery Tickets https://openreview.net/pdf?id=BJlNs0VYPB Long History Short-Term Memory for Long-Term Video Prediction https://openreview.net/pdf?id=HklmoRVYvr Adversarial training with perturbation generator networks https://openreview.net/pdf?id=S1xXiREKDB Single episode transfer for differing environmental dynamics in reinforcement learning https://openreview.net/pdf?id=rJeQoCNYDS Inducing Stronger Object Representations in Deep Visual Trackers https://openreview.net/pdf?id=BygfiAEtwS TOWARDS STABILIZING BATCH STATISTICS IN BACKWARD PROPAGATION OF BATCH NORMALIZATION https://openreview.net/pdf?id=SkgGjRVKDS STABILITY AND CONVERGENCE THEORY FOR LEARNING RESNET: A FULL CHARACTERIZATION https://openreview.net/pdf?id=HJe-oRVtPB Training Deep Neural Networks with Partially Adaptive Momentum https://openreview.net/pdf?id=HklWsREKwr NeurQuRI: Neural Question Requirement Inspector for Answerability Prediction in Machine Reading Comprehension https://openreview.net/pdf?id=ryxgsCVYPr Learning Latent Representations for Inverse Dynamics using Generalized Experiences https://openreview.net/pdf?id=HylloR4YDr Learning The Difference That Makes A Difference With Counterfactually-Augmented Data https://openreview.net/pdf?id=Sklgs0NFvr Differentiable Architecture Compression https://openreview.net/pdf?id=HJgkj0NFwr The Early Phase of Neural Network Training https://openreview.net/pdf?id=Hkl1iRNFwS Chordal-GCN: Exploiting sparsity in training large-scale graph convolutional networks https://openreview.net/pdf?id=rJl05AVtwB On The Difficulty of Warm-Starting Neural Network Training https://openreview.net/pdf?id=ryl0cAVtPH NeuroFabric: Identifying Ideal Topologies for Training A Priori Sparse Networks https://openreview.net/pdf?id=HJgCcCNtwH Distilled embedding: non-linear embedding factorization using knowledge distillation https://openreview.net/pdf?id=Bkga90VKDB Incremental RNN: A Dynamical View. https://openreview.net/pdf?id=HylpqA4FwS Domain-Relevant Embeddings for Question Similarity https://openreview.net/pdf?id=Byxn9CNYPr Actor-Critic Approach for Temporal Predictive Clustering https://openreview.net/pdf?id=r1ln504YvH Adversarial Privacy Preservation under Attribute Inference Attack https://openreview.net/pdf?id=SkxoqRNKwr Behavior-Guided Reinforcement Learning https://openreview.net/pdf?id=Hklo5RNtwS Peer Loss Functions: Learning from Noisy Labels without Knowing Noise Rates https://openreview.net/pdf?id=Bkgq9ANKvB Learning to Contextually Aggregate Multi-Source Supervision for Sequence Labeling https://openreview.net/pdf?id=HJe9cR4KvB Extreme Tensoring for Low-Memory Preconditioning https://openreview.net/pdf?id=SklKcRNYDH Blockwise Adaptivity: Faster Training and Better Generalization in Deep Learning https://openreview.net/pdf?id=SJlYqRNKDS Collapsed amortized variational inference for switching nonlinear dynamical systems https://openreview.net/pdf?id=BkxdqA4tvB Non-Autoregressive Dialog State Tracking https://openreview.net/pdf?id=H1e_cC4twS Channel Equilibrium Networks https://openreview.net/pdf?id=BJlOcR4KwS Independence-aware Advantage Estimation https://openreview.net/pdf?id=B1eP504YDr Bayesian Meta Sampling for Fast Uncertainty Adaptation https://openreview.net/pdf?id=Bkxv90EKPB Salient Explanation for Fine-grained Classification https://openreview.net/pdf?id=rkeUcRNtwS SIMULTANEOUS ATTRIBUTED NETWORK EMBEDDING AND CLUSTERING https://openreview.net/pdf?id=B1gL904FwH Stochastic Gradient Methods with Block Diagonal Matrix Adaptation https://openreview.net/pdf?id=HkerqCEtvS Harnessing Structures for Value-Based Planning and Reinforcement Learning https://openreview.net/pdf?id=rklHqRVKvH The Dynamics of Signal Propagation in Gated Recurrent Neural Networks https://openreview.net/pdf?id=S1g490VKvB Economy Statistical Recurrent Units For Inferring Nonlinear Granger Causality https://openreview.net/pdf?id=SyxV9ANFDH Discriminability Distillation in Group Representation Learning https://openreview.net/pdf?id=rJgE9CEYPS Calibration, Entropy Rates, and Memory in Language Models https://openreview.net/pdf?id=B1eQcCEtDB Rethinking Generalized Matrix Factorization for Recommendation: The Importance of Multi-hot Encoding https://openreview.net/pdf?id=BJl750VYwH Efficient Saliency Maps for Explainable AI https://openreview.net/pdf?id=ryxf9CEKDr Reinforcement Learning with Probabilistically Complete Exploration https://openreview.net/pdf?id=BkgzqRVFDr Unaligned Image-to-Sequence Transformation with Loop Consistency https://openreview.net/pdf?id=H1ebc0VYvH Learning to Generate 3D Training Data through Hybrid Gradient https://openreview.net/pdf?id=BklZ9A4YDr Removing the Representation Error of GAN Image Priors Using the Deep Decoder https://openreview.net/pdf?id=rkegcC4YvS MEMO: A Deep Network for Flexible Combination of Episodic Memories https://openreview.net/pdf?id=rJxlc0EtDr Superbloom: Bloom filter meets Transformer https://openreview.net/pdf?id=SJxy5A4twS Longitudinal Enrichment of Imaging Biomarker Representations for Improved Alzheimer's Disease Diagnosis https://openreview.net/pdf?id=Hye190VKvH Probabilistic Connection Importance Inference and Lossless Compression of Deep Neural Networks https://openreview.net/pdf?id=HJgCF0VFwr Generating Semantic Adversarial Examples with Differentiable Rendering https://openreview.net/pdf?id=SJlRF04YwB Guided variational autoencoder for disentanglement learning https://openreview.net/pdf?id=SygaYANFPr ManiGAN: Text-Guided Image Manipulation https://openreview.net/pdf?id=HJl6tC4KwB Quantum algorithm for finding the negative curvature direction https://openreview.net/pdf?id=r1xpF0VYDS Dual-module Inference for Efficient Recurrent Neural Networks https://openreview.net/pdf?id=SJe3KCNKPr GUIDEGAN: ATTENTION BASED SPATIAL GUIDANCE FOR IMAGE-TO-IMAGE TRANSLATION https://openreview.net/pdf?id=rJl3YC4YPH MixUp as Directional Adversarial Training https://openreview.net/pdf?id=SkgjKR4YwH Towards Interpretable Molecular Graph Representation Learning https://openreview.net/pdf?id=HyljY04YDB Representation Learning Through Latent Canonicalizations https://openreview.net/pdf?id=S1ecYANtPr Winning Privately: The Differentially Private Lottery Ticket Mechanism https://openreview.net/pdf?id=S1e5YC4KPS Coherent Gradients: An Approach to Understanding Generalization in Gradient Descent-based Optimization https://openreview.net/pdf?id=ryeFY0EFwS WHAT ILLNESS OF LANDSCAPE CAN OVER-PARAMETERIZATION ALONE CURE? https://openreview.net/pdf?id=BkltK0NtPr Correctness Verification of Neural Network https://openreview.net/pdf?id=B1gtK0NKwr Generalizing Natural Language Analysis through Span-relation Representations https://openreview.net/pdf?id=B1x_K04YwS Jelly Bean World: A Testbed for Never-Ending Learning https://openreview.net/pdf?id=Byx_YAVYPH Characterizing convolutional neural networks with one-pixel signature https://openreview.net/pdf?id=BkxDKREtPS A Deep Dive into Count-Min Sketch for Extreme Classification in Logarithmic Memory https://openreview.net/pdf?id=S1evKR4KvB Large-scale Pretraining for Neural Machine Translation with Tens of Billions of Sentence Pairs https://openreview.net/pdf?id=Bkl8YR4YDB Learning from Explanations with Neural Module Execution Tree https://openreview.net/pdf?id=rJlUt0EYwS A Coordinate-Free Construction of Scalable Natural Gradient https://openreview.net/pdf?id=H1lBYCEFDB Discovering Motor Programs by Recomposing Demonstrations https://openreview.net/pdf?id=rkgHY0NYwr How Aggressive Can Adversarial Attacks Be: Learning Ordered Top-k Attacks https://openreview.net/pdf?id=ryeSKAVtPB Adaptive Learned Bloom Filter (Ada-BF): Efficient Utilization of the Classifier https://openreview.net/pdf?id=rJlNKCNtPB Convergence Behaviour of Some Gradient-Based Methods on Bilinear Zero-Sum Games https://openreview.net/pdf?id=SJlVY04FwH Aging Memories Generate More Fluent Dialogue Responses with Memory Networks https://openreview.net/pdf?id=SJl7tREFvr DSReg: Using Distant Supervision as a Regularizer https://openreview.net/pdf?id=B1gXYR4YDH Iterative Target Augmentation for Effective Conditional Generation https://openreview.net/pdf?id=rylztAEYvr Composing Task-Agnostic Policies with Deep Reinforcement Learning https://openreview.net/pdf?id=H1ezFREtwH The Local Elasticity of Neural Networks https://openreview.net/pdf?id=HJxMYANtPH Gradient-Based Neural DAG Learning https://openreview.net/pdf?id=rklbKA4YDS On Concept-Based Explanations in Deep Neural Networks https://openreview.net/pdf?id=BylWYC4KwH Policy Message Passing: A New Algorithm for Probabilistic Graph Inference https://openreview.net/pdf?id=rklxF0NtDr Learning to Control Latent Representations for Few-Shot Learning of Named Entities https://openreview.net/pdf?id=rJleFREKDr Amortized Nesterov's Momentum: Robust and Lightweight Momentum for Deep Learning https://openreview.net/pdf?id=S1xJFREKvB Recurrent Event Network : Global Structure Inference Over Temporal Knowledge Graph https://openreview.net/pdf?id=SyeyF0VtDr Elastic-InfoGAN: Unsupervised Disentangled Representation Learning in Imbalanced Data https://openreview.net/pdf?id=S1gAO0EYwB Composition-based Multi-Relational Graph Convolutional Networks https://openreview.net/pdf?id=BylA_C4tPr Capsules with Inverted Dot-Product Attention Routing https://openreview.net/pdf?id=HJe6uANtwH The Discriminative Jackknife: Quantifying Uncertainty in Deep Learning via Higher-Order Influence Functions https://openreview.net/pdf?id=H1xauR4Kvr Insights on Visual Representations for Embodied Navigation Tasks https://openreview.net/pdf?id=BkxadR4KvS Unsupervised Disentanglement of Pose, Appearance and Background from Images and Videos https://openreview.net/pdf?id=ryen_CEFwr On the Unintended Social Bias of Training Language Generation Models with News Articles https://openreview.net/pdf?id=BJx3_0VKPB Role-Wise Data Augmentation for Knowledge Distillation https://openreview.net/pdf?id=rJeidA4KvS Learning Classifier Synthesis for Generalized Few-Shot Learning https://openreview.net/pdf?id=HJgjuCVKwS Attention Forcing for Sequence-to-sequence Model Training https://openreview.net/pdf?id=rJe5_CNtPB Topic Models with Survival Supervision: Archetypal Analysis and Neural Approaches https://openreview.net/pdf?id=rJg9OANFwS FSNet: Compression of Deep Convolutional Neural Networks by Filter Summary https://openreview.net/pdf?id=S1xtORNFwH On Need for Topology-Aware Generative Models for Manifold-Based Defenses https://openreview.net/pdf?id=r1lF_CEYwS Neural Execution of Graph Algorithms https://openreview.net/pdf?id=SkgKO0EtvS Objective Mismatch in Model-based Reinforcement Learning https://openreview.net/pdf?id=Sked_0EYwB Molecular Graph Enhanced Transformer for Retrosynthesis Prediction https://openreview.net/pdf?id=S1e__ANKvB Non-Sequential Melody Generation https://openreview.net/pdf?id=HkePOCNtPH Compressing BERT: Studying the Effects of Weight Pruning on Transfer Learning https://openreview.net/pdf?id=SJlPOCEKvH Visual Explanation for Deep Metric Learning https://openreview.net/pdf?id=S1xLuRVFvr Deep Innovation Protection https://openreview.net/pdf?id=SygLu0VtPH Alternating Recurrent Dialog Model with Large-Scale Pre-Trained Language Models https://openreview.net/pdf?id=HkeSdCEtDS BERTScore: Evaluating Text Generation with BERT https://openreview.net/pdf?id=SkeHuCVFDr Octave Graph Convolutional Network https://openreview.net/pdf?id=HkxSOAEFDB Learning from Imperfect Annotations: An End-to-End Approach https://openreview.net/pdf?id=rJlVdREKDS Zeroth Order Optimization by a Mixture of Evolution Strategies https://openreview.net/pdf?id=SklE_CNFPr Augmenting Non-Collaborative Dialog Systems with Explicit Semantic and Strategic Dialog History https://openreview.net/pdf?id=ryxQuANKPB Machine Truth Serum https://openreview.net/pdf?id=S1eQuCVFvB Prediction, Consistency, Curvature: Representation Learning for Locally-Linear Control https://openreview.net/pdf?id=BJxG_0EtDS GraphZoom: A Multi-level Spectral Approach for Accurate and Scalable Graph Embedding https://openreview.net/pdf?id=r1lGO0EKDH Sensible adversarial learning https://openreview.net/pdf?id=rJlf_RVKwr Attention Interpretability Across NLP Tasks https://openreview.net/pdf?id=BJe-_CNKPH Neuron ranking - an informed way to compress convolutional neural networks https://openreview.net/pdf?id=B1eWu0NtDS MoET: Interpretable and Verifiable Reinforcement Learning via Mixture of Expert Trees https://openreview.net/pdf?id=BJlxdCVKDB AdaScale SGD: A Scale-Invariant Algorithm for Distributed Training https://openreview.net/pdf?id=rygxdA4YPS INTERNAL-CONSISTENCY CONSTRAINTS FOR EMERGENT COMMUNICATION https://openreview.net/pdf?id=SkgJOAEtvr Bio-Inspired Hashing for Unsupervised Similarity Search https://openreview.net/pdf?id=Bylkd0EFwr Simplicial Complex Networks https://openreview.net/pdf?id=SJlRDCVtwr BEYOND SUPERVISED LEARNING: RECOGNIZING UNSEEN ATTRIBUTE-OBJECT PAIRS WITH VISION-LANGUAGE FUSION AND ATTRACTOR NETWORKS https://openreview.net/pdf?id=Byx0PREtDH Underwhelming Generalization Improvements From Controlling Feature Attribution https://openreview.net/pdf?id=SJx0PAEFDS Graph Constrained Reinforcement Learning for Natural Language Action Spaces https://openreview.net/pdf?id=B1x6w0EtwH Solving Packing Problems by Conditional Query Learning https://openreview.net/pdf?id=BkgTwRNtPB Task-Relevant Adversarial Imitation Learning https://openreview.net/pdf?id=S1x2PCNKDB Generative Restricted Kernel Machines https://openreview.net/pdf?id=ryghPCVYvH Towards Fast Adaptation of Neural Architectures with Meta Learning https://openreview.net/pdf?id=r1eowANFvr RL-ST: Reinforcing Style, Fluency and Content Preservation for Unsupervised Text Style Transfer https://openreview.net/pdf?id=SJxivAEYvr A Functional Characterization of Randomly Initialized Gradient Descent in Deep ReLU Networks https://openreview.net/pdf?id=BJl9PRVKDS Variational Hetero-Encoder Randomized GANs for Joint Image-Text Modeling https://openreview.net/pdf?id=H1x5wRVtvS Toward Understanding Generalization of Over-parameterized Deep ReLU network trained with SGD in Student-teacher Setting https://openreview.net/pdf?id=HJgcw0Etwr Asymptotics of Wide Networks from Feynman Diagrams https://openreview.net/pdf?id=S1gFvANKDS Symplectic Recurrent Neural Networks https://openreview.net/pdf?id=BkgYPREtPr Representational Disentanglement for Multi-Domain Image Completion https://openreview.net/pdf?id=rkg_wREYDS Generalized Bayesian Posterior Expectation Distillation for Deep Neural Networks https://openreview.net/pdf?id=Byg_vREtvB Learning Cross-Context Entity Representations from Text https://openreview.net/pdf?id=HygwvC4tPH SPECTRA: Sparse Entity-centric Transitions https://openreview.net/pdf?id=HJxwvCEFvH DeepSimplex: Reinforcement Learning of Pivot Rules Improves the Efficiency of Simplex Algorithm in Solving Linear Programming Problems https://openreview.net/pdf?id=SkgvvCVtDS Learning Temporal Abstraction with Information-theoretic Constraints for Hierarchical Reinforcement Learning https://openreview.net/pdf?id=HkeUDCNFPS Selective Brain Damage: Measuring the Disparate Impact of Model Pruning https://openreview.net/pdf?id=S1eIw0NFvr Asynchronous Stochastic Subgradient Methods for General Nonsmooth Nonconvex Optimization https://openreview.net/pdf?id=BJlSPRVFwS Improved Structural Discovery and Representation Learning of Multi-Agent Data https://openreview.net/pdf?id=H1ervR4FwH Quantized Reinforcement Learning (QuaRL) https://openreview.net/pdf?id=HJeEP04KDH R-TRANSFORMER: RECURRENT NEURAL NETWORK ENHANCED TRANSFORMER https://openreview.net/pdf?id=HJx4PAEYDH NADS: Neural Architecture Distribution Search for Uncertainty Awareness https://openreview.net/pdf?id=rJeXDANKwr Rigging the Lottery: Making All Tickets Winners https://openreview.net/pdf?id=ryg7vA4tPB CAPACITY-LIMITED REINFORCEMENT LEARNING: APPLICATIONS IN DEEP ACTOR-CRITIC METHODS FOR CONTINUOUS CONTROL https://openreview.net/pdf?id=H1lfwAVFwr Discovering the compositional structure of vector representations with Role Learning Networks https://openreview.net/pdf?id=BklMDCVtvr Higher-Order Function Networks for Learning Composable 3D Object Representations https://openreview.net/pdf?id=HJgfDREKDB Adapting to Label Shift with Bias-Corrected Calibration https://openreview.net/pdf?id=rkx-wA4YPS Neural Module Networks for Reasoning over Text https://openreview.net/pdf?id=SygWvAVFPr Strong Baseline Defenses Against Clean-Label Poisoning Attacks https://openreview.net/pdf?id=B1xgv0NtwH MANIFOLD FORESTS: CLOSING THE GAP ON NEURAL NETWORKS https://openreview.net/pdf?id=B1xewR4KvH Learning to Plan in High Dimensions via Neural Exploration-Exploitation Trees https://openreview.net/pdf?id=rJgJDAVKvB Improved memory in recurrent neural networks with sequential non-normal dynamics https://openreview.net/pdf?id=ryx1wRNFvB Model Imitation for Model-Based Reinforcement Learning https://openreview.net/pdf?id=S1lJv0VYDr Embodied Language Grounding with Implicit 3D Visual Feature Representations https://openreview.net/pdf?id=SJgAURVtPH Likelihood Contribution based Multi-scale Architecture for Generative Flows https://openreview.net/pdf?id=H1eRI04KPB A Base Model Selection Methodology for Efficient Fine-Tuning https://openreview.net/pdf?id=BylT8RNKPH Rethinking Curriculum Learning With Incremental Labels And Adaptive Compensation https://openreview.net/pdf?id=H1lTUCVYvH Graph Neural Networks for Reasoning 2-Quantified Boolean Formulas https://openreview.net/pdf?id=SJl28R4YPr Learn to Explain Efficiently via Neural Logic Inductive Learning https://openreview.net/pdf?id=SJlh8CEYDB NormLime: A New Feature Importance Metric for Explaining Deep Neural Networks https://openreview.net/pdf?id=ryxn8RNtvr Pre-trained Contextual Embedding of Source Code https://openreview.net/pdf?id=rygoURNYvS Certified Robustness to Adversarial Label-Flipping Attacks via Randomized Smoothing https://openreview.net/pdf?id=rkgiURVFDS Benefit of Interpolation in Nearest Neighbor Algorithms https://openreview.net/pdf?id=Ske5UANYDB {COMPANYNAME}11K: An Unsupervised Representation Learning Dataset for Arrhythmia Subtype Discovery https://openreview.net/pdf?id=BkgqL0EtPH Neural Clustering Processes https://openreview.net/pdf?id=ryxF80NYwS Improving Neural Language Generation with Spectrum Control https://openreview.net/pdf?id=ByxY8CNtvr Span Recovery for Deep Neural Networks with Applications to Input Obfuscation https://openreview.net/pdf?id=B1guLAVFDB Unknown-Aware Deep Neural Network https://openreview.net/pdf?id=rkguLC4tPB MODELLING BIOLOGICAL ASSAYS WITH ADAPTIVE DEEP KERNEL LEARNING https://openreview.net/pdf?id=Syeu8CNYvS A Memory-augmented Neural Network by Resembling Human Cognitive Process of Memorization https://openreview.net/pdf?id=r1lDIC4FDH A Perturbation Analysis of Input Transformations for Adversarial Attacks https://openreview.net/pdf?id=rkePU0VYDr ADA+: A GENERIC FRAMEWORK WITH MORE ADAPTIVE EXPLICIT ADJUSTMENT FOR LEARNING RATE https://openreview.net/pdf?id=HJeIU0VYwB Locally Constant Networks https://openreview.net/pdf?id=Bke8UR4FPB Smooth Kernels Improve Adversarial Robustness and Perceptually-Aligned Gradients https://openreview.net/pdf?id=BJerUCEtPB Multi-View Summarization and Activity Recognition Meet Edge Computing in IoT Environments https://openreview.net/pdf?id=HJgHUCNFPS Neural ODEs for Image Segmentation with Level Sets https://openreview.net/pdf?id=r1gNLAEFPS Precision Gating: Improving Neural Network Efficiency with Dynamic Dual-Precision Activations https://openreview.net/pdf?id=SJgVU0EKwS PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction https://openreview.net/pdf?id=BJxVI04YvB Low Rank Training of Deep Neural Networks for Emerging Memory Technology https://openreview.net/pdf?id=SkeXL0NKwH Decentralized Distributed PPO: Mastering PointGoal Navigation https://openreview.net/pdf?id=H1gX8C4YPr MultiGrain: a unified image embedding for classes and instances https://openreview.net/pdf?id=SkeGURNtDH Learning to Learn by Zeroth-Order Oracle https://openreview.net/pdf?id=ryxz8CVYDH Neural Embeddings for Nearest Neighbor Search Under Edit Distance https://openreview.net/pdf?id=HJlWIANtPH ADAPTING PRETRAINED LANGUAGE MODELS FOR LONG DOCUMENT CLASSIFICATION https://openreview.net/pdf?id=ryxW804FPH Robust Federated Learning Through Representation Matching and Adaptive Hyper-parameters https://openreview.net/pdf?id=SJeeL04KvH ROS-HPL: Robotic Object Search with Hierarchical Policy Learning and Intrinsic-Extrinsic Modeling https://openreview.net/pdf?id=BklxI0VtDB Knockoff-Inspired Feature Selection via Generative Models https://openreview.net/pdf?id=ryex8CEKPr MetaPix: Few-Shot Video Retargeting https://openreview.net/pdf?id=SJx1URNKwH SloMo: Improving Communication-Efficient Distributed SGD with Slow Momentum https://openreview.net/pdf?id=SkxJ8REYPH Stochastic Prototype Embeddings https://openreview.net/pdf?id=rke2HRVYvH Way Off-Policy Batch Deep Reinforcement Learning of Human Preferences in Dialog https://openreview.net/pdf?id=rJl5rRVFvH Generalized Transformation-based Gradient https://openreview.net/pdf?id=H1lqSC4YvB Targeted sampling of enlarged neighborhood via Monte Carlo tree search for TSP https://openreview.net/pdf?id=ByxtHCVKwB Black-box Adversarial Attacks with Bayesian Optimization https://openreview.net/pdf?id=H1xKBCEYDr Pseudo-LiDAR++: Accurate Depth for 3D Object Detection in Autonomous Driving https://openreview.net/pdf?id=BJedHRVtPB Learning to Combat Compounding-Error in Model-Based Reinforcement Learning https://openreview.net/pdf?id=S1g_S0VYvr Understanding Attention Mechanisms https://openreview.net/pdf?id=BylDrRNKvH Beyond GANs: Transforming without a Target Distribution https://openreview.net/pdf?id=H1lDSCEYPH Four Things Everyone Should Know to Improve Batch Normalization https://openreview.net/pdf?id=HJx8HANFDH Learning to solve the credit assignment problem https://openreview.net/pdf?id=ByeUBANtvB Improving Multi-Manifold GANs with a Learned Noise Prior https://openreview.net/pdf?id=HJlISCEKvB Overparameterized Neural Networks Can Implement Associative Memory https://openreview.net/pdf?id=HylrB04YwH Bayesian Residual Policy Optimization: Scalable Bayesian Reinforcement Learning with Clairvoyant Experts https://openreview.net/pdf?id=B1grSREtDH Sampling-Free Learning of Bayesian Quantized Neural Networks https://openreview.net/pdf?id=rylVHR4FPB A Hierarchy of Graph Neural Networks Based on Learnable Local Features https://openreview.net/pdf?id=ryeEr0EFvS The Blessing of Dimensionality: An Empirical Study of Generalization https://openreview.net/pdf?id=r1xQH0EtvH DeFINE: Deep Factorized Input Word Embeddings for Neural Sequence Modeling https://openreview.net/pdf?id=rJeXS04FPH NEURAL EXECUTION ENGINES https://openreview.net/pdf?id=rJg7BA4YDr Learning to Make Generalizable and Diverse Predictions for Retrosynthesis https://openreview.net/pdf?id=BygfrANKvB Disentangled GANs for Controllable Generation of High-Resolution Images https://openreview.net/pdf?id=SyezSCNYPB Continuous Graph Flow https://openreview.net/pdf?id=BkgZSCEtvr Benchmarking Adversarial Robustness https://openreview.net/pdf?id=BygWBRNtvH ROBUST SINGLE-STEP ADVERSARIAL TRAINING https://openreview.net/pdf?id=S1lxBR4FDr Wasserstein-Bounded Generative Adversarial Networks https://openreview.net/pdf?id=BkxgrAVFwH DBA: Distributed Backdoor Attacks against Federated Learning https://openreview.net/pdf?id=rkgyS0VFvr Learning Generative Models using Denoising Density Estimators https://openreview.net/pdf?id=Skl1HCNKDr Fast is better than free: Revisiting adversarial training https://openreview.net/pdf?id=BJx040EFvH LOSSLESS SINGLE IMAGE SUPER RESOLUTION FROM LOW-QUALITY JPG IMAGES https://openreview.net/pdf?id=r1l0VCNKwB Improving Neural Abstractive Summarization Using Transfer Learning and Factuality-Based Evaluation: Towards Automating Science Journalism https://openreview.net/pdf?id=SJeRVRVYwS Deep Multivariate Mixture of Gaussians for Object Detection under Occlusion https://openreview.net/pdf?id=H1lpE0VFPS iWGAN: an Autoencoder WGAN for Inference https://openreview.net/pdf?id=HJg6VREFDH BERT-AL: BERT for Arbitrarily Long Document Understanding https://openreview.net/pdf?id=SklnVAEFDB Novelty Search in representational space for sample efficient exploration https://openreview.net/pdf?id=SJeoE0VKDS Switched linear projections and inactive state sensitivity for deep neural network interpretability https://openreview.net/pdf?id=SyxjVRVKDB An Optimization Principle Of Deep Learning? https://openreview.net/pdf?id=Ske9VANKDH Testing Robustness Against Unforeseen Adversaries https://openreview.net/pdf?id=Hyl5V0EYvB Thieves on Sesame Street! Model Extraction of BERT-based APIs https://openreview.net/pdf?id=Byl5NREFDr Understanding Knowledge Distillation in Non-autoregressive Machine Translation https://openreview.net/pdf?id=BygFVAEKDH Coordinated Exploration via Intrinsic Rewards for Multi-Agent Reinforcement Learning https://openreview.net/pdf?id=rkltE0VKwH Generative Teaching Networks: Accelerating Neural Architecture Search by Learning to Generate Synthetic Training Data https://openreview.net/pdf?id=HJg_ECEKDr Locality and Compositionality in Zero-Shot Learning https://openreview.net/pdf?id=Hye_V0NKwr Optimistic Adaptive Acceleration for Optimization https://openreview.net/pdf?id=rklw4AVtDH Situating Sentence Embedders with Nearest Neighbor Overlap https://openreview.net/pdf?id=ByePEC4KDS Posterior Sampling: Make Reinforcement Learning Sample Efficient Again https://openreview.net/pdf?id=S1gINCVYDH Generalized Clustering by Learning to Optimize Expected Normalized Cuts https://openreview.net/pdf?id=BklLVAEKvH Mix-review: Alleviate Forgetting in the Pretrain-Finetune Framework for Neural Language Generation Models https://openreview.net/pdf?id=r1lUE04YPB The function of contextual illusions https://openreview.net/pdf?id=H1gB4RVKvB Disentangling neural mechanisms for perceptual grouping https://openreview.net/pdf?id=HJxrVA4FDS Adversarial Imitation Attack https://openreview.net/pdf?id=SJlVVAEKwS Regularizing Trajectories to Mitigate Catastrophic Forgetting https://openreview.net/pdf?id=Hkl4EANFDH When Do Variational Autoencoders Know What They Don't Know? https://openreview.net/pdf?id=Skg7VAEKDS Semantic Pruning for Single Class Interpretability https://openreview.net/pdf?id=rkxXNR4tvH Analyzing the Role of Model Uncertainty for Electronic Health Records https://openreview.net/pdf?id=r1xfECEKvr Chameleon: Adaptive Code Optimization For Expedited Deep Neural Network Compilation https://openreview.net/pdf?id=rygG4AVFvH Weakly-supervised Knowledge Graph Alignment with Adversarial Learning https://openreview.net/pdf?id=SygfNCEYDH Auto Completion of User Interface Layout Design Using Transformer-Based Tree Decoders https://openreview.net/pdf?id=SylWNC4FPH Not All Features Are Equal: Feature Leveling Deep Neural Networks for Better Interpretation https://openreview.net/pdf?id=rkeZNREFDr Intrinsic Motivation for Encouraging Synergistic Behavior https://openreview.net/pdf?id=SJleNCNtDH Noisy Machines: Understanding noisy neural networks and enhancing robustness to analog hardware errors using distillation https://openreview.net/pdf?id=BklxN0NtvB Perceptual Regularization: Visualizing and Learning Generalizable Representations https://openreview.net/pdf?id=S1e1EAEFPB Neural networks with motivation https://openreview.net/pdf?id=BJlJVCEYDB Improving One-Shot NAS By Suppressing The Posterior Fading https://openreview.net/pdf?id=HJgJNCEKPr Toward Amortized Ranking-Critical Training For Collaborative Filtering https://openreview.net/pdf?id=HJxR7R4FvS ALBERT: A Lite BERT for Self-supervised Learning of Language Representations https://openreview.net/pdf?id=H1eA7AEtvS Curriculum Learning for Deep Generative Models with Clustering https://openreview.net/pdf?id=BklTQCEtwH Should All Cross-Lingual Embeddings Speak English? https://openreview.net/pdf?id=Hkla70NFPH Sign-OPT: A Query-Efficient Hard-label Adversarial Attack https://openreview.net/pdf?id=SklTQCNtvS Playing the lottery with rewards and multiple languages: lottery tickets in RL and NLP https://openreview.net/pdf?id=S1xnXRVFwH Learning Space Partitions for Nearest Neighbor Search https://openreview.net/pdf?id=rkenmREFDr Visual Interpretability Alone Helps Adversarial Robustness https://openreview.net/pdf?id=Hyes70EYDB One-Shot Neural Architecture Search via Compressive Sensing https://openreview.net/pdf?id=B1lsXREYvr Learning Adversarial Grammars for Future Prediction https://openreview.net/pdf?id=Syl5mRNtvr End-to-end named entity recognition and relation extraction using pre-trained language models https://openreview.net/pdf?id=rkgqm0VKwB How noise affects the Hessian spectrum in overparameterized neural networks https://openreview.net/pdf?id=Hklcm0VYDS A Simple Recurrent Unit with Reduced Tensor Product Representations https://openreview.net/pdf?id=rkgFXR4KPr Parallel Neural Text-to-Speech https://openreview.net/pdf?id=BJeFQ0NtPS Context-Aware Object Detection With Convolutional Neural Networks https://openreview.net/pdf?id=B1gd7REFDB DeepV2D: Video to Depth with Differentiable Structure from Motion https://openreview.net/pdf?id=HJeO7RNKPr TPO: TREE SEARCH POLICY OPTIMIZATION FOR CONTINUOUS ACTION SPACES https://openreview.net/pdf?id=HJew70NYvH Gaussian Process Meta-Representations Of Neural Networks https://openreview.net/pdf?id=HkxwmRVtwH CAN ALTQ LEARN FASTER: EXPERIMENTS AND THEORY https://openreview.net/pdf?id=H1eD7REtPr The Break-Even Point on the Optimization Trajectories of Deep Neural Networks https://openreview.net/pdf?id=r1g87C4KwB Towards Better Understanding of Adaptive Gradient Algorithms in Generative Adversarial Nets https://openreview.net/pdf?id=SJxIm0VtwH Exploration Based Language Learning for Text-Based Games https://openreview.net/pdf?id=BygSXCNFDB Robust And Interpretable Blind Image Denoising Via Bias-Free Convolutional Neural Networks https://openreview.net/pdf?id=HJlSmC4FPS CM3: Cooperative Multi-goal Multi-stage Multi-agent Reinforcement Learning https://openreview.net/pdf?id=S1lEX04tPr Deep Imitative Models for Flexible Inference, Planning, and Control https://openreview.net/pdf?id=Skl4mRNYDr Exploiting Excessive Invariance caused by Norm-Bounded Adversarial Robustness https://openreview.net/pdf?id=r1eVX0EFvH Defensive Quantization Layer For Convolutional Network Against Adversarial Attack https://openreview.net/pdf?id=SJe7mC4twH Defective Convolutional Layers Learn Robust CNNs https://openreview.net/pdf?id=ryeQmCVYPS DASGrad: Double Adaptive Stochastic Gradient https://openreview.net/pdf?id=BkeMXR4KvS Finding Mixed Strategy Nash Equilibrium for Continuous Games through Deep Learning https://openreview.net/pdf?id=rygG7AEtvB The Logical Expressiveness of Graph Neural Networks https://openreview.net/pdf?id=r1lZ7AEKvB GOING BEYOND TOKEN-LEVEL PRE-TRAINING FOR EMBEDDING-BASED LARGE-SCALE RETRIEVAL https://openreview.net/pdf?id=rkg-mA4FDr Conditional Out-of-Sample Generation For Unpaired Data using trVAE https://openreview.net/pdf?id=Hkl-7C4FvH The Benefits of Over-parameterization at Initialization in Deep ReLU Networks https://openreview.net/pdf?id=rJggX0EKwS UniLoss: Unified Surrogate Loss by Adaptive Interpolation https://openreview.net/pdf?id=ryegXAVKDB A Training Scheme for the Uncertain Neuromorphic Computing Chips https://openreview.net/pdf?id=Byekm0VtwS Mildly Overparametrized Neural Nets can Memorize Training Data Efficiently https://openreview.net/pdf?id=rkly70EKDH Deep Graph Translation https://openreview.net/pdf?id=r1e0G04Kvr Are Transformers universal approximators of sequence-to-sequence functions? https://openreview.net/pdf?id=ByxRM0Ntvr Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples https://openreview.net/pdf?id=rkgAGAVKPr Decoupling Weight Regularization from Batch Size for Model Compression https://openreview.net/pdf?id=BJlaG0VFDH Zero-Shot Out-of-Distribution Detection with Feature Correlations https://openreview.net/pdf?id=r1g6MCEtwr Proactive Sequence Generator via Knowledge Acquisition https://openreview.net/pdf?id=rJehf0VKwS Interpretable Deep Neural Network Models: Hybrid of Image Kernels and Neural Networks https://openreview.net/pdf?id=SJenMR4twH Multi-scale Attributed Node Embedding https://openreview.net/pdf?id=HJxiMAVtPH $\textrm{D}^2$GAN: A Few-Shot Learning Approach with Diverse and Discriminative Feature Synthesis https://openreview.net/pdf?id=S1eof0VKwH Understanding the functional and structural differences across excitatory and inhibitory neurons https://openreview.net/pdf?id=S1xsG0VYvB One-Shot Pruning of Recurrent Neural Networks by Jacobian Spectrum Evaluation https://openreview.net/pdf?id=r1e9GCNKvH Differentially Private Meta-Learning https://openreview.net/pdf?id=rJgqMRVYvr Leveraging Adversarial Examples to Obtain Robust Second-Order Representations https://openreview.net/pdf?id=rJxYMCEFDr CLEVRER: Collision Events for Video Representation and Reasoning https://openreview.net/pdf?id=HkxYzANYDB Using Logical Specifications of Objectives in Multi-Objective Reinforcement Learning https://openreview.net/pdf?id=rJeuMREKwS Efficient Training of Robust and Verifiable Neural Networks https://openreview.net/pdf?id=Hke_f0EYPH Learning Compositional Koopman Operators for Model-Based Control https://openreview.net/pdf?id=H1ldzA4tPr Bridging Mode Connectivity in Loss Landscapes and Adversarial Robustness https://openreview.net/pdf?id=SJgwzCEKwH Confidence-Calibrated Adversarial Training: Towards Robust Models Generalizing Beyond the Attack Used During Training https://openreview.net/pdf?id=SJgwf04KPr All SMILES Variational Autoencoder for Molecular Property Prediction and Optimization https://openreview.net/pdf?id=rkxUfANKwB Generating Dialogue Responses From A Semantic Latent Space https://openreview.net/pdf?id=SyeUMRNYDr Is There Mode Collapse? A Case Study on Face Generation and Its Black-box Calibration https://openreview.net/pdf?id=ryxUMREYPr Overlearning Reveals Sensitive Attributes https://openreview.net/pdf?id=SJeNz04tDS Gaussian MRF Covariance Modeling for Efficient Black-Box Adversarial Attacks https://openreview.net/pdf?id=H1g4M0EtPS A Kolmogorov Complexity Approach to Generalization in Deep Learning https://openreview.net/pdf?id=Bke7MANKvS Towards Modular Algorithm Induction https://openreview.net/pdf?id=B1lXfA4Ywr Optimal Strategies Against Generative Attacks https://openreview.net/pdf?id=BkgzMCVtPB One Generation Knowledge Distillation by Utilizing Peer Samples https://openreview.net/pdf?id=HyxfGCVYDr Stein Self-Repulsive Dynamics: Benefits from Past Samples https://openreview.net/pdf?id=H1eWGREFvB Adversarially robust transfer learning https://openreview.net/pdf?id=ryebG04YvB One Demonstration Imitation Learning https://openreview.net/pdf?id=Skl-fAVYvH Doubly Robust Bias Reduction in Infinite Horizon Off-Policy Estimation https://openreview.net/pdf?id=S1glGANtDr Promoting Coordination through Policy Regularization in Multi-Agent Deep Reinforcement Learning https://openreview.net/pdf?id=BkggGREKvS Improving Irregularly Sampled Time Series Learning with Dense Descriptors of Time https://openreview.net/pdf?id=SkeJMCVFDS Contextual Text Style Transfer https://openreview.net/pdf?id=HkeJzANFwS Modeling question asking using neural program generation https://openreview.net/pdf?id=SylR-CEKDS Learning to Link https://openreview.net/pdf?id=S1eRbANtDB Adversarial Attacks on Copyright Detection Systems https://openreview.net/pdf?id=SJlRWC4FDB Detecting Extrapolation with Local Ensembles https://openreview.net/pdf?id=BJl6bANtwH Revisiting Fine-tuning for Few-shot Learning https://openreview.net/pdf?id=BJxpbREKvB Global Relational Models of Source Code https://openreview.net/pdf?id=B1lnbRNtwr MONET: Debiasing Graph Embeddings via the Metadata-Orthogonal Training Unit https://openreview.net/pdf?id=rkx3-04FwB Selection via Proxy: Efficient Data Selection for Deep Learning https://openreview.net/pdf?id=HJg2b0VYDr Deep Learning-Based Average Consensus https://openreview.net/pdf?id=HyxjWANFwH Meta Learning via Learned Loss https://openreview.net/pdf?id=ryesZANKPB Short and Sparse Deconvolution --- A Geometric Approach https://openreview.net/pdf?id=Byg5ZANtvH If MaxEnt RL is the Answer, What is the Question? https://openreview.net/pdf?id=SkxcZCNKDS Stochastic Weight Averaging in Parallel: Large-Batch Training That Generalizes Well https://openreview.net/pdf?id=rygFWAEFwS Characterizing Missing Information in Deep Networks Using Backpropagated Gradients https://openreview.net/pdf?id=SJxFWRVKDr INVOCMAP: MAPPING METHOD NAMES TO METHOD INVOCATIONS VIA MACHINE LEARNING https://openreview.net/pdf?id=BJxOZ04Kvr Scaleable input gradient regularization for adversarial robustness https://openreview.net/pdf?id=Hkl_bCVKDr Adjustable Real-time Style Transfer https://openreview.net/pdf?id=HJe_Z04Yvr Unsupervised Progressive Learning and the STAM Architecture https://openreview.net/pdf?id=Skxw-REFwS Wasserstein Robust Reinforcement Learning https://openreview.net/pdf?id=HyxwZRNtDr Knowledge Hypergraphs: Prediction Beyond Binary Relations https://openreview.net/pdf?id=ryxIZR4tvS Dynamics-Aware Unsupervised Skill Discovery https://openreview.net/pdf?id=HJgLZR4KvH A Fine-Grained Spectral Perspective on Neural Networks https://openreview.net/pdf?id=HJlU-AVtvS Energy-Aware Neural Architecture Optimization with Fast Splitting Steepest Descent https://openreview.net/pdf?id=BygSZAVKvr UNPAIRED POINT CLOUD COMPLETION ON REAL SCANS USING ADVERSARIAL TRAINING https://openreview.net/pdf?id=HkgrZ0EYwB Efficient Riemannian Optimization on the Stiefel Manifold via the Cayley Transform https://openreview.net/pdf?id=HJxV-ANKDH DIME: AN INFORMATION-THEORETIC DIFFICULTY MEASURE FOR AI DATASETS https://openreview.net/pdf?id=H1lNb0NtPH Structured consistency loss for semi-supervised semantic segmentation https://openreview.net/pdf?id=SyxXWC4KPB AMRL: Aggregated Memory For Reinforcement Learning https://openreview.net/pdf?id=Bkl7bREtDr Adapting Behaviour for Learning Progress https://openreview.net/pdf?id=B1gXWCVtvr Pretraining boosts out-of-domain robustness for pose estimation https://openreview.net/pdf?id=BkgMbCVFvr GraphMix: Regularized Training of Graph Neural Networks for Semi-Supervised Learning https://openreview.net/pdf?id=SkxG-CVFDH Synthetic vs Real: Deep Learning on Controlled Noise https://openreview.net/pdf?id=Syx-bCEFPS Detecting malicious PDF using CNN https://openreview.net/pdf?id=SJeW-A4tDS NESTED LEARNING FOR MULTI-GRANULAR TASKS https://openreview.net/pdf?id=Byxl-04KvH Scalable Model Compression by Entropy Penalized Reparameterization https://openreview.net/pdf?id=HkgxW0EYDS Stochastic Geodesic Optimization for Neural Networks https://openreview.net/pdf?id=Hyee-0VFPH Dynamic Time Lag Regression: Predicting What & When https://openreview.net/pdf?id=SkxybANtDB Scholastic-Actor-Critic For Multi Agent Reinforcement Learning https://openreview.net/pdf?id=SJgJ-AEYPB On summarized validation curves and generalization https://openreview.net/pdf?id=S1lRg0VKDr Convolutional Bipartite Attractor Networks https://openreview.net/pdf?id=Hke0lRNYwS Anomaly Detection by Deep Direct Density Ratio Estimation https://openreview.net/pdf?id=B1lpxCVYDr New Loss Functions for Fast Maximum Inner Product Search https://openreview.net/pdf?id=BkeaxAEKvB Lipschitz Lifelong Reinforcement Learning https://openreview.net/pdf?id=BylalAEtvB Local Label Propagation for Large-Scale Semi-Supervised Learning https://openreview.net/pdf?id=B1x2eCNFvH GumbelClip: Off-Policy Actor-Critic Using Experience Replay https://openreview.net/pdf?id=SJxngREtDB Going Deeper with Lean Point Networks https://openreview.net/pdf?id=rJgsgCVYwS Improved Mutual Information Estimation https://openreview.net/pdf?id=S1lslCEYPB Semi-Supervised Generative Modeling for Controllable Speech Synthesis https://openreview.net/pdf?id=rJeqeCEtvH Towards Physics-informed Deep Learning for Turbulent Flow Prediction https://openreview.net/pdf?id=Hkg5lAEtvS Unsupervised Learning from Video with Deep Neural Embeddings https://openreview.net/pdf?id=r1lceRNYwS Neural Text Generation With Unlikelihood Training https://openreview.net/pdf?id=SJeYe0NtvH Pure and Spurious Critical Points: a Geometric Study of Linear Networks https://openreview.net/pdf?id=rkgOlCVYvB Surrogate-Based Constrained Langevin Sampling With Applications to Optimal Material Configuration Design https://openreview.net/pdf?id=H1l_gA4KvH Learning Heuristics for Quantified Boolean Formulas through Reinforcement Learning https://openreview.net/pdf?id=BJluxREKDB Mean Field Models for Neural Networks in Teacher-student Setting https://openreview.net/pdf?id=S1gvg0NYvH A Causal View on Robustness of Neural Networks https://openreview.net/pdf?id=Hkxvl0EtDH Striving for Simplicity in Off-Policy Deep Reinforcement Learning https://openreview.net/pdf?id=ryeUg0VFwr White Box Network: Obtaining a right composition ordering of functions https://openreview.net/pdf?id=rJgLlAVYPr Deep neuroethology of a virtual rodent https://openreview.net/pdf?id=SyxrxR4KPS DRASIC: Distributed Recurrent Autoencoder for Scalable Image Compression https://openreview.net/pdf?id=SyxBxCNFwr Emergence of functional and structural properties of the head direction system by optimization of recurrent neural networks https://openreview.net/pdf?id=HklSeREtPB Causal Induction from Visual Observations for Goal Directed Tasks https://openreview.net/pdf?id=BJl4g0NYvB Duration-of-Stay Storage Assignment under Uncertainty https://openreview.net/pdf?id=Hkx7xRVYDr CAQL: Continuous Action Q-Learning https://openreview.net/pdf?id=BkxXe0Etwr GRAPH ANALYSIS AND GRAPH POOLING IN THE SPATIAL DOMAIN https://openreview.net/pdf?id=r1eQeCEYwB Your classifier is secretly an energy based model and you should treat it like one https://openreview.net/pdf?id=Hkxzx0NtDB On the Linguistic Capacity of Real-time Counter Automata https://openreview.net/pdf?id=rylMgCNYvS Combining MixMatch and Active Learning for Better Accuracy with Fewer Labels https://openreview.net/pdf?id=HJxWl0NKPB Adaptive Structural Fingerprints for Graph Attention Networks https://openreview.net/pdf?id=BJxWx0NYPr Inductive Matrix Completion Based on Graph Neural Networks https://openreview.net/pdf?id=ByxxgCEYDS Neural Operator Search https://openreview.net/pdf?id=H1lxeRNYvB Time2Vec: Learning a Vector Representation of Time https://openreview.net/pdf?id=rklklCVYvB ReMixMatch: Semi-Supervised Learning with Distribution Matching and Augmentation Anchoring https://openreview.net/pdf?id=HklkeR4KPB Conditional Learning of Fair Representations https://openreview.net/pdf?id=Hkekl0NFPr Mean-field Behaviour of Neural Tangent Kernel for Deep Neural Networks https://openreview.net/pdf?id=r1eCy0NtDH TabNet: Attentive Interpretable Tabular Learning https://openreview.net/pdf?id=BylRkAEKDH Adapt-to-Learn: Policy Transfer in Reinforcement Learning https://openreview.net/pdf?id=ryeT10VKDH Identity Crisis: Memorization and Generalization Under Extreme Overparameterization https://openreview.net/pdf?id=B1l6y0VFPr Stiffness: A New Perspective on Generalization in Neural Networks https://openreview.net/pdf?id=H1e31AEYwB Linguistic Embeddings as a Common-Sense Knowledge Repository: Challenges and Opportunities https://openreview.net/pdf?id=rkg3kRNKvH First-Order Preconditioning via Hypergradient Descent https://openreview.net/pdf?id=Skg3104FDS Feature Partitioning for Efficient Multi-Task Architectures https://openreview.net/pdf?id=B1eoyAVFwH Layer Flexible Adaptive Computation Time for Recurrent Neural Networks https://openreview.net/pdf?id=SkejkR4KDr Curvature-based Robustness Certificates against Adversarial Examples https://openreview.net/pdf?id=Skgq1ANFDB Adversarial Video Generation on Complex Datasets https://openreview.net/pdf?id=Byx91R4twB Topological Autoencoders https://openreview.net/pdf?id=HkgtJRVFPS Context-Gated Convolution https://openreview.net/pdf?id=B1lFkRNKDS Reinforcement Learning without Ground-Truth State https://openreview.net/pdf?id=HkeO104tPB Improved Sample Complexities for Deep Neural Networks and Robust Classification via an All-Layer Margin https://openreview.net/pdf?id=HJe_yR4Fwr In-Domain Representation Learning For Remote Sensing https://openreview.net/pdf?id=BJx_JAVKDB Training Neural Networks for and by Interpolation https://openreview.net/pdf?id=BJevJCVYvB FAN: Focused Attention Networks https://openreview.net/pdf?id=rJlvJCVFvS Unsupervised Data Augmentation for Consistency Training https://openreview.net/pdf?id=ByeL1R4FvS Assessing Generalization in TD methods for Deep Reinforcement Learning https://openreview.net/pdf?id=Hyl8yANFDB Cyclical Stochastic Gradient MCMC for Bayesian Deep Learning https://openreview.net/pdf?id=rkeS1RVtPS Why Does Hierarchy (Sometimes) Work So Well in Reinforcement Learning? https://openreview.net/pdf?id=rJgSk04tDH The Effect of Neural Net Architecture on Gradient Confusion & Training Performance https://openreview.net/pdf?id=r1xNJ0NYDH Making DenseNet Interpretable: A Case Study in Clinical Radiology https://openreview.net/pdf?id=rkgNJCVKPS Augmenting Genetic Algorithms with Deep Neural Networks for Exploring the Chemical Space https://openreview.net/pdf?id=H1lmyRNFvr Regularizing Deep Multi-Task Networks using Orthogonal Gradients https://openreview.net/pdf?id=SJeXJANFPr Fast Training of Sparse Graph Neural Networks on Dense Hardware https://openreview.net/pdf?id=BklXkCNYDB Simultaneous Classification and Out-of-Distribution Detection Using Deep Neural Networks https://openreview.net/pdf?id=Hyez1CVYvr Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML https://openreview.net/pdf?id=rkgMkCEtPB Long-term planning, short-term adjustments https://openreview.net/pdf?id=SJlbyCNtPr Imitation Learning via Off-Policy Distribution Matching https://openreview.net/pdf?id=Hyg-JC4FDr Unsupervised Learning of Automotive 3D Crash Simulations using LSTMs https://openreview.net/pdf?id=BklekANtwr Augmenting Transformers with KNN-Based Composite Memory https://openreview.net/pdf?id=H1gx1CNKPH SGD with Hardness Weighted Sampling for Distributionally Robust Deep Learning https://openreview.net/pdf?id=SyglyANFDr Constrained Markov Decision Processes via Backward Value Functions https://openreview.net/pdf?id=S1lyyANYwr Reanalysis of Variance Reduced Temporal Difference Learning https://openreview.net/pdf?id=S1ly10EKDS Meta-Learning for Variational Inference https://openreview.net/pdf?id=S1lACa4YDS CONFEDERATED MACHINE LEARNING ON HORIZONTALLY AND VERTICALLY SEPARATED MEDICAL DATA FOR LARGE-SCALE HEALTH SYSTEM INTELLIGENCE https://openreview.net/pdf?id=Hye00pVtPS Defending Against Adversarial Examples by Regularized Deep Embedding https://openreview.net/pdf?id=BygpAp4Ywr Minimizing FLOPs to Learn Efficient Sparse Representations https://openreview.net/pdf?id=SygpC6Ntvr Neural-Guided Symbolic Regression with Asymptotic Constraints https://openreview.net/pdf?id=S1gTAp4FDB Policy Optimization In the Face of Uncertainty https://openreview.net/pdf?id=HJg3Rp4FwH DropGrad: Gradient Dropout Regularization for Meta-Learning https://openreview.net/pdf?id=r1x3R6NtwB Understanding Top-k Sparsification in Distributed Deep Learning https://openreview.net/pdf?id=B1gi0TEFDB Entropy Penalty: Towards Generalization Beyond the IID Assumption https://openreview.net/pdf?id=Byes0TNFDS Improving Semantic Parsing with Neural Generator-Reranker Architecture https://openreview.net/pdf?id=rkgc06VtwH Learning a Behavioral Repertoire from Demonstrations https://openreview.net/pdf?id=S1xqRTNtDr GRAPH NEIGHBORHOOD ATTENTIVE POOLING https://openreview.net/pdf?id=BkeqATVYwr Deep symbolic regression https://openreview.net/pdf?id=S1gKA6NtPS Autoencoders and Generative Adversarial Networks for Imbalanced Sequence Classification https://openreview.net/pdf?id=ryxtCpNtDS Doubly Normalized Attention https://openreview.net/pdf?id=r1g_R6EKvr Uncertainty-Aware Prediction for Graph Neural Networks https://openreview.net/pdf?id=SyxdC6NKwH Training Deep Neural Networks by optimizing over nonlocal paths in hyperparameter space https://openreview.net/pdf?id=HJlPC6NKDH Lattice Representation Learning https://openreview.net/pdf?id=rJlwAa4YwS Omnibus Dropout for Improving The Probabilistic Classification Outputs of ConvNets https://openreview.net/pdf?id=ryxPRpEtvH Deep Multiple Instance Learning for Taxonomic Classification of Metagenomic read sets https://openreview.net/pdf?id=HJl8AaVFwB Budgeted Training: Rethinking Deep Neural Network Training Under Resource Constraints https://openreview.net/pdf?id=HyxLRTVKPH RoBERTa: A Robustly Optimized BERT Pretraining Approach https://openreview.net/pdf?id=SyxS0T4tvS Deep Semi-Supervised Anomaly Detection https://openreview.net/pdf?id=HkgH0TEYwH GNN-FiLM: Graph Neural Networks with Feature-wise Linear Modulation https://openreview.net/pdf?id=HJe4Cp4KwH Out-of-distribution Detection in Few-shot Classification https://openreview.net/pdf?id=BygNAa4YPH Learning Low-rank Deep Neural Networks via Singular Vector Orthogonality Regularization and Singular Value Sparsification https://openreview.net/pdf?id=SJeNA6EtDB Mirror-Generative Neural Machine Translation https://openreview.net/pdf?id=HkxQRTNYPH Frustratingly easy quasi-multitask learning https://openreview.net/pdf?id=H1lXCaVKvS Interpreting video features: a comparison of 3D convolutional networks and convolutional LSTM networks https://openreview.net/pdf?id=S1efAp4YvB TrojanNet: Exposing the Danger of Trojan Horse Attack on Neural Networks https://openreview.net/pdf?id=BJeGA6VtPS Robust Learning with Jacobian Regularization https://openreview.net/pdf?id=ryl-RTEYvB Generalized Inner Loop Meta-Learning https://openreview.net/pdf?id=BygWRaVYwH Sign Bits Are All You Need for Black-Box Attacks https://openreview.net/pdf?id=SygW0TEFwH Learning Hierarchical Discrete Linguistic Units from Visually-Grounded Speech https://openreview.net/pdf?id=B1elCp4KwH Pre-training as Batch Meta Reinforcement Learning with tiMe https://openreview.net/pdf?id=S1elRa4twS On Global Feature Pooling for Fine-grained Visual Categorization https://openreview.net/pdf?id=H1lkCTVFwB Exploring by Exploiting Bad Models in Model-Based Reinforcement Learning https://openreview.net/pdf?id=H1lyRpEFPB Reinforced active learning for image segmentation https://openreview.net/pdf?id=SkgC6TNFvr Variational inference of latent hierarchical dynamical systems in neuroscience: an application to calcium imaging data https://openreview.net/pdf?id=Ske066VFwS Neural Architecture Search by Learning Action Space for Monte Carlo Tree Search https://openreview.net/pdf?id=SklR6aEtwH Gradientless Descent: High-Dimensional Zeroth-Order Optimization https://openreview.net/pdf?id=Skep6TVYDB Equivariant Entity-Relationship Networks https://openreview.net/pdf?id=Hkx6p6EFDr Modeling Fake News in Social Networks with Deep Multi-Agent Reinforcement Learning https://openreview.net/pdf?id=B1xhpa4FvS Unsupervised Few-shot Object Recognition by Integrating Adversarial, Self-supervision, and Deep Metric Learning of Latent Parts https://openreview.net/pdf?id=SyxhapVYvH On the "steerability" of generative adversarial networks https://openreview.net/pdf?id=HylsTT4FvB GASL: Guided Attention for Sparsity Learning in Deep Neural Networks https://openreview.net/pdf?id=S1ljpTEFPB Affine Self Convolution https://openreview.net/pdf?id=BkejpaVFDH Improving Differentially Private Models with Active Learning https://openreview.net/pdf?id=HylcapVtvB Matrix Multilayer Perceptron https://openreview.net/pdf?id=Hye5TaVtDH BEAN: Interpretable Representation Learning with Biologically-Enhanced Artificial Neuronal Assembly Regularization https://openreview.net/pdf?id=S1eFpa4KvS Feature-Robustness, Flatness and Generalization Error for Deep Neural Networks https://openreview.net/pdf?id=rJxFpp4Fvr TriMap: Large-scale Dimensionality Reduction Using Triplets https://openreview.net/pdf?id=BkeOp6EKDH LEARNED STEP SIZE QUANTIZATION https://openreview.net/pdf?id=rkgO66VKDS Frontal low-rank random tensors for high-order feature representation https://openreview.net/pdf?id=Hyx_6p4tDr Learning General and Reusable Features via Racecar-Training https://openreview.net/pdf?id=H1gDaa4YwS Higher-order Weighted Graph Convolutional Networks https://openreview.net/pdf?id=HylwpaNKPB Estimating counterfactual treatment outcomes over time through adversarially balanced representations https://openreview.net/pdf?id=BJg866NFvB Poincaré Wasserstein Autoencoder https://openreview.net/pdf?id=BJgLpaEtDS Robust Instruction-Following in a Situated Agent via Transfer-Learning from Text https://openreview.net/pdf?id=rklraTNFwB Stochastic Conditional Generative Networks with Basis Decomposition https://openreview.net/pdf?id=S1lSapVtwS Task-Based Top-Down Modulation Network for Multi-Task-Learning Applications https://openreview.net/pdf?id=BklBp6EYvB Global reasoning network for image super-resolution https://openreview.net/pdf?id=S1gE6TEYDB Tensor Graph Convolutional Networks for Prediction on Dynamic Graphs https://openreview.net/pdf?id=rylVTTVtvH Matching Distributions via Optimal Transport for Semi-Supervised Learning https://openreview.net/pdf?id=rkeXTaNKPS GraphNVP: an Invertible Flow-based Model for Generating Molecular Graphs https://openreview.net/pdf?id=ryxQ6T4YwB Language GANs Falling Short https://openreview.net/pdf?id=BJgza6VtPB GENESIS: Generative Scene Inference and Sampling with Object-Centric Latent Representations https://openreview.net/pdf?id=BkxfaTVFwH Last-iterate convergence rates for min-max optimization https://openreview.net/pdf?id=SylGpT4FPS Poisoning Attacks with Generative Adversarial Nets https://openreview.net/pdf?id=Bke-6pVKvB Parameterized Action Reinforcement Learning for Inverted Index Match Plan Generation https://openreview.net/pdf?id=rkgZaT4tDr Learnable Group Transform For Time-Series https://openreview.net/pdf?id=HJgepaNtDS From English to Foreign Languages: Transferring Pre-trained Language Models https://openreview.net/pdf?id=Bkle6T4YvB COPHY: Counterfactual Learning of Physical Dynamics https://openreview.net/pdf?id=SkeyppEFvS Semi-Supervised Few-Shot Learning with Prototypical Random Walks https://openreview.net/pdf?id=Bygka64KPH Why Convolutional Networks Learn Oriented Bandpass Filters: A Hypothesis https://openreview.net/pdf?id=S1ekaT4tDB Improving SAT Solver Heuristics with Graph Networks and Reinforcement Learning https://openreview.net/pdf?id=B1lCn64tvS Unsupervised Out-of-Distribution Detection with Batch Normalization https://openreview.net/pdf?id=SJeC2TNYwB Understanding the Limitations of Variational Mutual Information Estimators https://openreview.net/pdf?id=B1x62TNtDS Latent Question Reformulation and Information Accumulation for Multi-Hop Machine Reading https://openreview.net/pdf?id=S1x63TEYvr Hamiltonian Generative Networks https://openreview.net/pdf?id=HJenn6VFvB Customizing Sequence Generation with Multi-Task Dynamical Systems https://openreview.net/pdf?id=Bkln2a4tPB Extracting and Leveraging Feature Interaction Interpretations https://openreview.net/pdf?id=BkgnhTEtDS Zero-Shot Medical Image Artifact Reduction https://openreview.net/pdf?id=H1xjh6EYvS Quantum Expectation-Maximization for Gaussian Mixture Models https://openreview.net/pdf?id=Hkgs3aNYDS Behavior Regularized Offline Reinforcement Learning https://openreview.net/pdf?id=BJg9hTNKPH Encoder-Agnostic Adaptation for Conditional Language Generation https://openreview.net/pdf?id=B1xq264YvH Optimizing Data Usage via Differentiable Rewards https://openreview.net/pdf?id=BJxt2aVFPr Dropout: Explicit Forms and Capacity Control https://openreview.net/pdf?id=Bylthp4Yvr Training Interpretable Convolutional Neural Networks towards Class-specific Filters https://openreview.net/pdf?id=r1ltnp4KwS Faster Neural Network Training with Data Echoing https://openreview.net/pdf?id=rJeO3aVKPB Kronecker Attention Networks https://openreview.net/pdf?id=Hyx_h64Yvr Farkas layers: don't shift the data, fix the geometry https://openreview.net/pdf?id=Byxv2pEKPH Non-Gaussian processes and neural networks at finite widths https://openreview.net/pdf?id=HygP3TVFvS Unsupervised Model Selection for Variational Disentangled Representation Learning https://openreview.net/pdf?id=SyxL2TNtvr Sticking to the Facts: Confident Decoding for Faithful Data-to-Text Generation https://openreview.net/pdf?id=HkxU2pNYPH How much Position Information Do Convolutional Neural Networks Encode? https://openreview.net/pdf?id=rJeB36NKvB A Theoretical Analysis of the Number of Shots in Few-Shot Learning https://openreview.net/pdf?id=HkgB2TNYPS Event extraction from unstructured Amharic text https://openreview.net/pdf?id=H1gS364FwS Representation Learning for Remote Sensing: An Unsupervised Sensor Fusion Approach https://openreview.net/pdf?id=SJlVn6NKPB Natural Language State Representation for Reinforcement Learning https://openreview.net/pdf?id=S1gV36NKPS Dynamical Distance Learning for Semi-Supervised and Unsupervised Skill Discovery https://openreview.net/pdf?id=H1lmhaVtvr Project and Forget: Solving Large Scale Metric Constrained Problems https://openreview.net/pdf?id=SJeX2aVFwH On the Variance of the Adaptive Learning Rate and Beyond https://openreview.net/pdf?id=rkgz2aEKDr Translation Between Waves, wave2wave https://openreview.net/pdf?id=rJxG3pVKPB Quantifying the Cost of Reliable Photo Authentication via High-Performance Learned Lossy Representations https://openreview.net/pdf?id=HyxG3p4twS Improving End-to-End Object Tracking Using Relational Reasoning https://openreview.net/pdf?id=Byl-264tvr Attention Privileged Reinforcement Learning for Domain Transfer https://openreview.net/pdf?id=HygW26VYwS Sliced Cramer Synaptic Consolidation for Preserving Deeply Learned Representations https://openreview.net/pdf?id=BJge3TNKwH On Variational Learning of Controllable Representations for Text without Supervision https://openreview.net/pdf?id=Hkex2a4FPr Disentangled Representation Learning with Sequential Residual Variational Autoencoder https://openreview.net/pdf?id=Sklyn6EYvH Improved Training Speed, Accuracy, and Data Utilization via Loss Function Optimization https://openreview.net/pdf?id=Bke13pVKPS Using Hindsight to Anchor Past Knowledge in Continual Learning https://openreview.net/pdf?id=Hke12T4KPS Empirical confidence estimates for classification by deep neural networks https://openreview.net/pdf?id=Hke0oa4KwS iSOM-GSN: An Integrative Approach for Transforming Multi-omic Data into Gene Similarity Networks via Self-organizing Maps https://openreview.net/pdf?id=BJgRjTNtPH Learning Numeral Embedding https://openreview.net/pdf?id=Syg6jTNtDH Localized Generations with Deep Neural Networks for Multi-Scale Structured Datasets https://openreview.net/pdf?id=Skgaia4tDH AlgoNet: $C^\infty$ Smooth Algorithmic Neural Networks https://openreview.net/pdf?id=HkghoaNYPB Temporal-difference learning for nonlinear value function approximation in the lazy training regime https://openreview.net/pdf?id=HJghoa4YDB A Bayes-Optimal View on Adversarial Examples https://openreview.net/pdf?id=H1l3s6NtvH Efficient Content-Based Sparse Attention with Routing Transformers https://openreview.net/pdf?id=B1gjs6EtDr Good Semi-supervised VAE Requires Tighter Evidence Lower Bound https://openreview.net/pdf?id=S1ejj64YvS Option Discovery using Deep Skill Chaining https://openreview.net/pdf?id=B1gqipNYwH HOPPITY: LEARNING GRAPH TRANSFORMATIONS TO DETECT AND FIX BUGS IN PROGRAMS https://openreview.net/pdf?id=SJeqs6EFvB PowerSGD: Powered Stochastic Gradient Descent Methods for Accelerated Non-Convex Optimization https://openreview.net/pdf?id=rJlqoTEtDB Deep Randomized Least Squares Value Iteration https://openreview.net/pdf?id=Syetja4KPH Self-Supervised Policy Adaptation https://openreview.net/pdf?id=HygtiTEYvS RTC-VAE: HARNESSING THE PECULIARITY OF TOTAL CORRELATION IN LEARNING DISENTANGLED REPRESENTATIONS https://openreview.net/pdf?id=SkeuipVKDH OmniNet: A unified architecture for multi-modal multi-task learning https://openreview.net/pdf?id=HJgdo6VFPH Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition https://openreview.net/pdf?id=rJlDoT4twr LEVERAGING AUXILIARY TEXT FOR DEEP RECOGNITION OF UNSEEN VISUAL RELATIONSHIPS https://openreview.net/pdf?id=SyePj6NYwS TED: A Pretrained Unsupervised Summarization Model with Theme Modeling and Denoising https://openreview.net/pdf?id=Syxwsp4KDB V4D: 4D Covolutional Neural Networks for Video-level Representations Learning https://openreview.net/pdf?id=SJeLopEYDH ODE Analysis of Stochastic Gradient Methods with Optimism and Anchoring for Minimax Problems and GANs https://openreview.net/pdf?id=BygIjTNtPr Learning to Represent Programs with Property Signatures https://openreview.net/pdf?id=rylHspEKPr Unified recurrent network for many feature types https://openreview.net/pdf?id=HkgBsaVtDB Restoration of Video Frames from a Single Blurred Image with Motion Understanding https://openreview.net/pdf?id=HJe4ipEKDB Improving Dirichlet Prior Network for Out-of-Distribution Example Detection https://openreview.net/pdf?id=Bye4iaEFwr Variational Autoencoders for Opponent Modeling in Multi-Agent Systems https://openreview.net/pdf?id=BylNoaVYPS Prototype Recalls for Continual Learning https://openreview.net/pdf?id=S1gXiaEYvr Generative Ratio Matching Networks https://openreview.net/pdf?id=SJg7spEYDS Emergence of Compositional Language with Deep Generational Transmission https://openreview.net/pdf?id=r1gzoaNtvr Deep Gradient Boosting -- Layer-wise Input Normalization of Neural Networks https://openreview.net/pdf?id=BkxzsT4Yvr A Generalized Framework of Sequence Generation with Application to Undirected Sequence Models https://openreview.net/pdf?id=BJlbo6VtDH Bridging ELBO objective and MMD https://openreview.net/pdf?id=rJgWiaNtwH In Search for a SAT-friendly Binarized Neural Network Architecture https://openreview.net/pdf?id=SJx-j64FDr EfferenceNets for latent space planning https://openreview.net/pdf?id=rkxloaEYwB Neural networks are a priori biased towards Boolean functions with low entropy https://openreview.net/pdf?id=Skgeip4FPr DUAL ADVERSARIAL MODEL FOR GENERATING 3D POINT CLOUD https://openreview.net/pdf?id=H1lyiaVFwB Wider Networks Learn Better Features https://openreview.net/pdf?id=BJlyi64FvB Conditional Invertible Neural Networks for Guided Image Generation https://openreview.net/pdf?id=SyxC9TEtPH Cost-Effective Testing of a Deep Learning Model through Input Reduction https://openreview.net/pdf?id=S1xCcpNYPr Hebbian Graph Embeddings https://openreview.net/pdf?id=H1ep5TNKwr NeuralUCB: Contextual Bandits with Neural Network-Based Exploration https://openreview.net/pdf?id=r1xa9TVFvH Meta-Graph: Few shot Link Prediction via Meta Learning https://openreview.net/pdf?id=BJepcaEtwB Actor-Critic Provably Finds Nash Equilibria of Linear-Quadratic Mean-Field Games https://openreview.net/pdf?id=H1lhqpEYPr An implicit function learning approach for parametric modal regression https://openreview.net/pdf?id=Bkx29TVFPr The asymptotic spectrum of the Hessian of DNN throughout training https://openreview.net/pdf?id=SkgscaNYPS Auto-Encoding Explanatory Examples https://openreview.net/pdf?id=rJxs5p4twr RISE and DISE: Two Frameworks for Learning from Time Series with Missing Data https://openreview.net/pdf?id=SJe9qT4YPr Fast Machine Learning with Byzantine Workers and Servers https://openreview.net/pdf?id=B1x996EKPS How the Softmax Activation Hinders the Detection of Adversarial and Out-of-Distribution Examples in Neural Networks https://openreview.net/pdf?id=Byx55pVKDB Tree-Structured Attention with Hierarchical Accumulation https://openreview.net/pdf?id=HJxK5pEYvr Deep 3D Pan via Local adaptive "t-shaped" convolutions with global and local adaptive dilations https://openreview.net/pdf?id=B1gF56VYPH MANAS: Multi-Agent Neural Architecture Search https://openreview.net/pdf?id=ryedqa4FwS SimulS2S: End-to-End Simultaneous Speech to Speech Translation https://openreview.net/pdf?id=Ske_56EYvS Enhancing Attention with Explicit Phrasal Alignments https://openreview.net/pdf?id=BygPq6VFvS LightPAFF: A Two-Stage Distillation Framework for Pre-training and Fine-tuning https://openreview.net/pdf?id=B1xv9pEKDS Robust saliency maps with distribution-preserving decoys https://openreview.net/pdf?id=Syl89aNYwS Role of two learning rates in convergence of model-agnostic meta-learning https://openreview.net/pdf?id=r1e8qpVKPS Low-Resource Knowledge-Grounded Dialogue Generation https://openreview.net/pdf?id=rJeIcTNtvS Generative Multi Source Domain Adaptation https://openreview.net/pdf?id=rygHq6EFvB GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation https://openreview.net/pdf?id=rygHq6EFwr Realism Index: Interpolation in Generative Models With Arbitrary Prior https://openreview.net/pdf?id=SklVqa4YwH Deep RL for Blood Glucose Control: Lessons, Challenges, and Opportunities https://openreview.net/pdf?id=ryeN5aEYDH A TARGET-AGNOSTIC ATTACK ON DEEP MODELS: EXPLOITING SECURITY VULNERABILITIES OF TRANSFER LEARNING https://openreview.net/pdf?id=BylVcTNtDS Training Provably Robust Models by Polyhedral Envelope Regularization https://openreview.net/pdf?id=Bkg75aVKDH FleXOR: Trainable Fractional Quantization https://openreview.net/pdf?id=HJlQ96EtPr DP-LSSGD: An Optimization Method to Lift the Utility in Privacy-Preserving ERM https://openreview.net/pdf?id=BJlG5a4FvB Multi-Task Learning via Scale Aware Feature Pyramid Networks and Effective Joint Head https://openreview.net/pdf?id=r1ezqaEFPr AdaX: Adaptive Gradient Descent with Exponential Long Term Memory https://openreview.net/pdf?id=r1l-5pEtDr ON COMPUTATION AND GENERALIZATION OF GENER- ATIVE ADVERSARIAL IMITATION LEARNING https://openreview.net/pdf?id=BJl-5pNKDB Disentangling Improves VAEs' Robustness to Adversarial Attacks https://openreview.net/pdf?id=rkeZ9a4Fwr Sparsity Meets Robustness: Channel Pruning for the Feynman-Kac Formalism Principled Robust Deep Neural Nets https://openreview.net/pdf?id=S1el9TEKPB FEW-SHOT LEARNING ON GRAPHS VIA SUPER-CLASSES BASED ON GRAPH SPECTRAL MEASURES https://openreview.net/pdf?id=Bkeeca4Kvr On Recovering Latent Factors From Sampling And Firing Graph https://openreview.net/pdf?id=Byx1qpEFDr Influence-Based Multi-Agent Exploration https://openreview.net/pdf?id=BJgy96EYvr Demonstration Actor Critic https://openreview.net/pdf?id=BklRFpVKPH Deep Coordination Graphs https://openreview.net/pdf?id=HklRKpEKDr Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation https://openreview.net/pdf?id=SJxRKT4Fwr How Well Do WGANs Estimate the Wasserstein Metric? https://openreview.net/pdf?id=BylTta4YvB Revisiting the Generalization of Adaptive Gradient Methods https://openreview.net/pdf?id=BJl6t64tvr An Information Theoretic Perspective on Disentangled Representation Learning https://openreview.net/pdf?id=rJlhYa4FPB Multiplicative Interactions and Where to Find Them https://openreview.net/pdf?id=rylnK6VtDH SELF-KNOWLEDGE DISTILLATION ADVERSARIAL ATTACK https://openreview.net/pdf?id=rJejta4KDS DIVA: Domain Invariant Variational Autoencoder https://openreview.net/pdf?id=rJxotpNYPS Continual Learning with Bayesian Neural Networks for Non-Stationary Data https://openreview.net/pdf?id=SJlsFpVtDB RPGAN: random paths as a latent space for GAN interpretability https://openreview.net/pdf?id=BJgctpEKwr SAdam: A Variant of Adam for Strongly Convex Functions https://openreview.net/pdf?id=rye5YaEtPr Improving the Generalization of Visual Navigation Policies using Invariance Regularization https://openreview.net/pdf?id=B1xtFpVtvB Improving the robustness of ImageNet classifiers using elements of human visual cognition https://openreview.net/pdf?id=HylYtaVtwS Differentially Private Survival Function Estimation https://openreview.net/pdf?id=ryx_Y6EYwH Size-free generalization bounds for convolutional neural networks https://openreview.net/pdf?id=r1e_FpNFDr Scaling Laws for the Principled Design, Initialization, and Preconditioning of ReLU Networks https://openreview.net/pdf?id=BJedt6VKPS A Fair Comparison of Graph Neural Networks for Graph Classification https://openreview.net/pdf?id=HygDF6NFPB Finding and Visualizing Weaknesses of Deep Reinforcement Learning Agents https://openreview.net/pdf?id=rylvYaNYDH Computation Reallocation for Object Detection https://openreview.net/pdf?id=SkxLFaNKwB MULTI-LABEL METRIC LEARNING WITH BIDIRECTIONAL REPRESENTATION DEEP NEURAL NETWORKS https://openreview.net/pdf?id=SJeItTEKvr Sparse Networks from Scratch: Faster Training without Losing Performance https://openreview.net/pdf?id=ByeSYa4KPS Modeling Winner-Take-All Competition in Sparse Binary Projections https://openreview.net/pdf?id=BklHF6VtPB Laplacian Denoising Autoencoder https://openreview.net/pdf?id=HygHtpVtPH Training Data Distribution Search with Ensemble Active Learning https://openreview.net/pdf?id=rkxEKp4Fwr Meta-Learning without Memorization https://openreview.net/pdf?id=BklEFpEYwS COMMUNITY PRESERVING NODE EMBEDDING https://openreview.net/pdf?id=H1gQY64FwB From Variational to Deterministic Autoencoders https://openreview.net/pdf?id=S1g7tpEYDS Adversarially Robust Representations with Smooth Encoders https://openreview.net/pdf?id=H1gfFaEYDS AssembleNet: Searching for Multi-Stream Neural Connectivity in Video Architectures https://openreview.net/pdf?id=SJgMK64Ywr Representation Quality Explain Adversarial Attacks https://openreview.net/pdf?id=SklfY6EFDH Inferring Dynamical Systems with Long-Range Dependencies through Line Attractor Regularization https://openreview.net/pdf?id=rylZKTNYPr End-To-End Input Selection for Deep Neural Networks https://openreview.net/pdf?id=HkgbKaEtvB Hierarchical Graph-to-Graph Translation for Molecules https://openreview.net/pdf?id=rJeeKTNKDB Teaching GAN to generate per-pixel annotation https://openreview.net/pdf?id=SJllFpVYwS ReClor: A Reading Comprehension Dataset Requiring Logical Reasoning https://openreview.net/pdf?id=HJgJtT4tvB DeepEnFM: Deep neural networks with Encoder enhanced Factorization Machine https://openreview.net/pdf?id=SJlyta4YPS A NEW POINTWISE CONVOLUTION IN DEEP NEURAL NETWORKS THROUGH EXTREMELY FAST AND NON PARAMETRIC TRANSFORMS https://openreview.net/pdf?id=H1l0O6EYDH Decaying momentum helps neural network training https://openreview.net/pdf?id=rJeA_aVtPB Regularizing Black-box Models for Improved Interpretability https://openreview.net/pdf?id=S1xCuTNYDr GPNET: MONOCULAR 3D VEHICLE DETECTION BASED ON LIGHTWEIGHT WHEEL GROUNDING POINT DETECTION NETWORK https://openreview.net/pdf?id=ryx6daEtwr Needles in Haystacks: On Classifying Tiny Objects in Large Images https://openreview.net/pdf?id=H1xTup4KPr Quadratic GCN for graph classification https://openreview.net/pdf?id=SkxnuTNtDS The advantage of using Student's t-priors in variational autoencoders https://openreview.net/pdf?id=HylhuTEtwr Finite Depth and Width Corrections to the Neural Tangent Kernel https://openreview.net/pdf?id=SJgndT4KwB Order Learning and Its Application to Age Estimation https://openreview.net/pdf?id=HygsuaNFwr Couple-VAE: Mitigating the Encoder-Decoder Incompatibility in Variational Text Modeling with Coupled Deterministic Networks https://openreview.net/pdf?id=SJlo_TVKwS Distilling Neural Networks for Faster and Greener Dependency Parsing https://openreview.net/pdf?id=Skx5ua4twS Model-based Saliency for the Detection of Adversarial Examples https://openreview.net/pdf?id=HJe5_6VKwS Online Meta-Critic Learning for Off-Policy Actor-Critic Methods https://openreview.net/pdf?id=H1lKd6NYPS BUZz: BUffer Zones for defending adversarial examples in image classification https://openreview.net/pdf?id=HJlY_6VKDr Efficient and Information-Preserving Future Frame Prediction and Beyond https://openreview.net/pdf?id=B1eY_pVYvB Path Space for Recurrent Neural Networks with ReLU Activations https://openreview.net/pdf?id=rked_6NFwH Wasserstein Adversarial Regularization (WAR) on label noise https://openreview.net/pdf?id=SJldu6EtDS Self-Supervised Speech Recognition via Local Prior Matching https://openreview.net/pdf?id=rJlDO64KPH SRDGAN: learning the noise prior for Super Resolution with Dual Generative Adversarial Networks https://openreview.net/pdf?id=HJlP_pEFPH Amata: An Annealing Mechanism for Adversarial Training Acceleration https://openreview.net/pdf?id=S1xI_TEtwS An Inter-Layer Weight Prediction and Quantization for Deep Neural Networks based on Smoothly Varying Weight Hypothesis https://openreview.net/pdf?id=S1eUd64tDr Context Based Machine Translation With Recurrent Neural Network For English-Amharic Translation https://openreview.net/pdf?id=r1lUdpVtwB Robust Domain Randomization for Reinforcement Learning https://openreview.net/pdf?id=H1xSOTVtvH NAS evaluation is frustratingly hard https://openreview.net/pdf?id=HygrdpVKvr Ellipsoidal Trust Region Methods for Neural Network Training https://openreview.net/pdf?id=BJgEd6NYPH Learning Semantically Meaningful Representations Through Embodiment https://openreview.net/pdf?id=r1lEd64YwH Superseding Model Scaling by Penalizing Dead Units and Points with Separation Constraints https://openreview.net/pdf?id=B1eX_a4twH Artificial Design: Modeling Artificial Super Intelligence with Extended General Relativity and Universal Darwinism via Geometrization for Universal Design Automation https://openreview.net/pdf?id=SyxQ_TEFwS Robust Graph Representation Learning via Neural Sparsification https://openreview.net/pdf?id=S1emOTNKvS Hyperbolic Discounting and Learning Over Multiple Horizons https://openreview.net/pdf?id=rkezdaEtvH CLN2INV: Learning Loop Invariants with Continuous Logic Networks https://openreview.net/pdf?id=HJlfuTEtvB Gated Channel Transformation for Visual Recognition https://openreview.net/pdf?id=SJxbu6VKDr Federated User Representation Learning https://openreview.net/pdf?id=Syl-_aVtvH INSTANCE CROSS ENTROPY FOR DEEP METRIC LEARNING https://openreview.net/pdf?id=BJeguTEKDB Scalable Neural Methods for Reasoning With a Symbolic Knowledge Base https://openreview.net/pdf?id=BJlguT4YPr Variational pSOM: Deep Probabilistic Clustering with Self-Organizing Maps https://openreview.net/pdf?id=HJxJdp4YvS Augmenting Self-attention with Persistent Memory https://openreview.net/pdf?id=HklJdaNYPH Information Plane Analysis of Deep Neural Networks via Matrix--Based Renyi's Entropy and Tensor Kernels https://openreview.net/pdf?id=B1l0wp4tvr Ridge Regression: Structure, Cross-Validation, and Sketching https://openreview.net/pdf?id=HklRwaEKwB Hindsight Trust Region Policy Optimization https://openreview.net/pdf?id=rylCP6NFDB Policy Optimization with Stochastic Mirror Descent https://openreview.net/pdf?id=SkxpDT4YvS Graph convolutional networks for learning with few clean and many noisy labels https://openreview.net/pdf?id=Bke6vTVYwH A Constructive Prediction of the Generalization Error Across Scales https://openreview.net/pdf?id=ryenvpEKDr MLModelScope: A Distributed Platform for ML Model Evaluation and Benchmarking at Scale https://openreview.net/pdf?id=ryx2wp4tvS A Mention-Pair Model of Annotation with Nonparametric User Communities https://openreview.net/pdf?id=HygiDTVKPr An Inductive Bias for Distances: Neural Nets that Respect the Triangle Inequality https://openreview.net/pdf?id=HJeiDpVFPr NPTC-net: Narrow-Band Parallel Transport Convolutional Neural Network on Point Clouds https://openreview.net/pdf?id=SJl9PTNYDS Mogrifier LSTM https://openreview.net/pdf?id=SJe5P6EYvS Individualised Dose-Response Estimation using Generative Adversarial Nets https://openreview.net/pdf?id=rJx9vaVtDS Physics-as-Inverse-Graphics: Unsupervised Physical Parameter Estimation from Video https://openreview.net/pdf?id=BJeKwTNFvB Trajectory representation learning for Multi-Task NMRDPs planning https://openreview.net/pdf?id=rkeYvaNKPr Incorporating Horizontal Connections in Convolution by Spatial Shuffling https://openreview.net/pdf?id=SkgODpVFDr Is Deep Reinforcement Learning Really Superhuman on Atari? Leveling the playing field https://openreview.net/pdf?id=r1x_DaVKwH Counterfactuals uncover the modular structure of deep generative models https://openreview.net/pdf?id=SJxDDpEKvH Pushing the bounds of dropout https://openreview.net/pdf?id=rJxwDTVFDB Confidence Scores Make Instance-dependent Label-noise Learning Possible https://openreview.net/pdf?id=SyevDaVYwr Gap-Aware Mitigation of Gradient Staleness https://openreview.net/pdf?id=B1lLw6EYwB Evaluating and Calibrating Uncertainty Prediction in Regression Tasks https://openreview.net/pdf?id=ryg8wpEtvB Ensemble Distribution Distillation https://openreview.net/pdf?id=BygSP6Vtvr Deformable Kernels: Adapting Effective Receptive Fields for Object Deformation https://openreview.net/pdf?id=SkxSv6VFvS On the Tunability of Optimizers in Deep Learning https://openreview.net/pdf?id=H1gEP6NFwr Gradient Perturbation is Underrated for Differentially Private Convex Optimization https://openreview.net/pdf?id=rJgVwTVtvS VL-BERT: Pre-training of Generic Visual-Linguistic Representations https://openreview.net/pdf?id=SygXPaEYvH Credible Sample Elicitation by Deep Learning, for Deep Learning https://openreview.net/pdf?id=SkgQwpVYwH Neural Markov Logic Networks https://openreview.net/pdf?id=SkeGvaEtPr Optimistic Exploration even with a Pessimistic Initialisation https://openreview.net/pdf?id=r1xGP6VYwH Better Optimization for Neural Architecture Search with Mixed-Level Reformulation https://openreview.net/pdf?id=SJlzvTNtvS Risk Averse Value Expansion for Sample Efficient and Robust Policy Learning https://openreview.net/pdf?id=SJlbvp4YvS Certified Robustness for Top-k Predictions against Adversarial Perturbations via Randomized Smoothing https://openreview.net/pdf?id=BkeWw6VFwr LabelFool: A Trick in the Label Space https://openreview.net/pdf?id=r1glDpNYwS RGTI:Response generation via templates integration for End to End dialog https://openreview.net/pdf?id=HJekvT4twr Towards Disentangling Non-Robust and Robust Components in Performance Metric https://openreview.net/pdf?id=rJe1DTNYPH A Mechanism of Implicit Regularization in Deep Learning https://openreview.net/pdf?id=HJx0U64FwS Feature-map-level Online Adversarial Knowledge Distillation https://openreview.net/pdf?id=Bkl086VYvH Optimising Neural Network Architectures for Provable Adversarial Robustness https://openreview.net/pdf?id=HJlAUaVYvH Recurrent Independent Mechanisms https://openreview.net/pdf?id=BylaUTNtPS An Explicitly Relational Neural Network Architecture https://openreview.net/pdf?id=S1l6ITVKPS Branched Multi-Task Networks: Deciding What Layers To Share https://openreview.net/pdf?id=HJxhUpVKDr MxPool: Multiplex Pooling for Hierarchical Graph Representation Learning https://openreview.net/pdf?id=rke3U6NtwH Mixture-of-Experts Variational Autoencoder for clustering and generating from similarity-based representations https://openreview.net/pdf?id=SJgs8TVtvr Temporal Difference Weighted Ensemble For Reinforcement Learning https://openreview.net/pdf?id=rkej86VYvB Task Level Data Augmentation for Meta-Learning https://openreview.net/pdf?id=Hkx9UaNKDH Effect of top-down connections in Hierarchical Sparse Coding https://openreview.net/pdf?id=rJlcLaVFvB Compressive Recovery Defense: A Defense Framework for $\ell_0, \ell_2$ and $\ell_\infty$ norm attacks. https://openreview.net/pdf?id=B1x9ITVYDr Match prediction from group comparison data using neural networks https://openreview.net/pdf?id=BJxYUaVtPB Extractor-Attention Network: A New Attention Network with Hybrid Encoders for Chinese Text Classification https://openreview.net/pdf?id=H1xtU6VtwH Identifying through Flows for Recovering Latent Representations https://openreview.net/pdf?id=SklOUpEYvB Robust training with ensemble consensus https://openreview.net/pdf?id=ryxOUTVYDH Fault Tolerant Reinforcement Learning via A Markov Game of Control and Stopping https://openreview.net/pdf?id=Bygw86VKwS BRIDGING ADVERSARIAL SAMPLES AND ADVERSARIAL NETWORKS https://openreview.net/pdf?id=rklPITVKvS Hierarchical Summary-to-Article Generation https://openreview.net/pdf?id=Hkl8Ia4YPH Unsupervised-Learning of time-varying features https://openreview.net/pdf?id=HkxIIaVKPB Self-Adversarial Learning with Comparative Discrimination for Text Generation https://openreview.net/pdf?id=B1l8L6EtDS A General Upper Bound for Unsupervised Domain Adaptation https://openreview.net/pdf?id=rkerLaVtDr Vid2Game: Controllable Characters Extracted from Real-World Videos https://openreview.net/pdf?id=SkxBUpEKwH Action Semantics Network: Considering the Effects of Actions in Multiagent Systems https://openreview.net/pdf?id=ryg48p4tPH Growing Action Spaces https://openreview.net/pdf?id=Skl4LTEtDS Learning Generative Image Object Manipulations from Language Instructions https://openreview.net/pdf?id=rkgQL6VFwr Discourse-Based Evaluation of Language Understanding https://openreview.net/pdf?id=B1em8TVtPr Learning Efficient Parameter Server Synchronization Policies for Distributed SGD https://openreview.net/pdf?id=rJxX8T4Kvr Relational State-Space Model for Stochastic Multi-Object Systems https://openreview.net/pdf?id=B1lGU64tDr TSInsight: A local-global attribution framework for interpretability in time-series data https://openreview.net/pdf?id=B1gzLaNYvr OPTIMAL TRANSPORT, CYCLEGAN, AND PENALIZED LS FOR UNSUPERVISED LEARNING IN INVERSE PROBLEMS https://openreview.net/pdf?id=HklZUpEtvr Structural Language Models for Any-Code Generation https://openreview.net/pdf?id=HylZIT4Yvr How does Lipschitz Regularization Influence GAN Training? https://openreview.net/pdf?id=HJel8aEKPB Simple and Effective Stochastic Neural Networks https://openreview.net/pdf?id=SJxeI6EYwS Robust Reinforcement Learning with Wasserstein Constraint https://openreview.net/pdf?id=HkeeITEYDr Cross-Iteration Batch Normalization https://openreview.net/pdf?id=BylJUTEKvB Model Ensemble-Based Intrinsic Reward for Sparse Reward Reinforcement Learning https://openreview.net/pdf?id=SyxJU64twr The Effect of Residual Architecture on the Per-Layer Gradient of Deep Networks https://openreview.net/pdf?id=H1eArT4tPH Prune or quantize? Strategy for Pareto-optimally low-cost and accurate CNN https://openreview.net/pdf?id=HkxAS6VFDB Graph Residual Flow for Molecular Graph Generation https://openreview.net/pdf?id=SyepHTNFDS Nonlinearities in activations substantially shape the loss surfaces of neural networks https://openreview.net/pdf?id=B1x6BTEKwr Attention over Parameters for Dialogue Systems https://openreview.net/pdf?id=BJepraEFPr The Convex Information Bottleneck Lagrangian https://openreview.net/pdf?id=SkxhS6EYvH The problem with DDPG: understanding failures in deterministic environments with sparse rewards https://openreview.net/pdf?id=HyxnH64KwS LocalGAN: Modeling Local Distributions for Adversarial Response Generation https://openreview.net/pdf?id=B1liraVYwr Hierarchical Image-to-image Translation with Nested Distributions Modeling https://openreview.net/pdf?id=HkljrTEKvr Generative Adversarial Networks For Data Scarcity Industrial Positron Images With Attention https://openreview.net/pdf?id=SkxcSpEKPS OvA-INN: Continual Learning with Invertible Neural Networks https://openreview.net/pdf?id=rJxcBpNKPr Contextual Inverse Reinforcement Learning https://openreview.net/pdf?id=S1gqraNKwB Mining GANs for knowledge transfer to small domains https://openreview.net/pdf?id=HJxYHT4tPS Learning Time-Aware Assistance Functions for Numerical Fluid Solvers https://openreview.net/pdf?id=rketraEtPr Transition Based Dependency Parser for Amharic Language Using Deep Learning https://openreview.net/pdf?id=B1lOraEFPB Samples Are Useful? Not Always: denoising policy gradient updates using variance explained https://openreview.net/pdf?id=B1g_BT4FvS Learning Surrogate Losses https://openreview.net/pdf?id=BkePHaVKwS Boosting Network: Learn by Growing Filters and Layers via SplitLBI https://openreview.net/pdf?id=SylwBpNKDr Split LBI for Deep Learning: Structural Sparsity via Differential Inclusion Paths https://openreview.net/pdf?id=SkxUrTVKDH Generalizing Deep Multi-task Learning with Heterogeneous Structured Networks https://openreview.net/pdf?id=HygUBaEFDB Unsupervised Universal Self-Attention Network for Graph Classification https://openreview.net/pdf?id=HJeLBpEFPB FairFace: A Novel Face Attribute Dataset for Bias Measurement and Mitigation https://openreview.net/pdf?id=S1xSSTNKDB Manifold Modeling in Embedded Space: A Perspective for Interpreting "Deep Image Prior" https://openreview.net/pdf?id=SJgBra4YDS Novelty Detection Via Blurring https://openreview.net/pdf?id=ByeNra4FDB Small-GAN: Speeding up GAN Training using Core-Sets https://openreview.net/pdf?id=rkeNr6EKwB Bounds on Over-Parameterization for Guaranteed Existence of Descent Paths in Shallow ReLU Networks https://openreview.net/pdf?id=BkgXHTNtvS Data-Independent Neural Pruning via Coresets https://openreview.net/pdf?id=H1gmHaEKwB Deeper Insights into Weight Sharing in Neural Architecture Search https://openreview.net/pdf?id=ryxmrpNtvH Learnable Higher-order Representation for Action Recognition https://openreview.net/pdf?id=ryezBaNKDB Dirichlet Wrapper to Quantify Classification Uncertainty in Black-Box Systems https://openreview.net/pdf?id=HyezBa4tPB S2VG: Soft Stochastic Value Gradient method https://openreview.net/pdf?id=r1l-HTNtDB Deep Network classification by Scattering and Homotopy dictionary learning https://openreview.net/pdf?id=SJxWS64FwH Scalable Generative Models for Graphs with Graph Attention Mechanism https://openreview.net/pdf?id=BkleBaVFwB Continuous Adaptation in Multi-agent Competitive Environments https://openreview.net/pdf?id=BkllBpEKDH Q-learning with UCB Exploration is Sample Efficient for Infinite-Horizon MDP https://openreview.net/pdf?id=BkglSTNFDB Combiner: Inductively Learning Tree Structured Attention in Transformers https://openreview.net/pdf?id=B1eySTVtvB Robust Cross-lingual Embeddings from Parallel Sentences https://openreview.net/pdf?id=SJlJSaEFwS Semi-supervised Learning by Coaching https://openreview.net/pdf?id=rJe04p4YDB DYNAMIC SELF-TRAINING FRAMEWORK FOR GRAPH CONVOLUTIONAL NETWORKS https://openreview.net/pdf?id=SJgCEpVtvr Blockwise Self-Attention for Long Document Understanding https://openreview.net/pdf?id=H1gpET4YDB Mixout: Effective Regularization to Finetune Large-scale Pretrained Language Models https://openreview.net/pdf?id=HkgaETNtDB I am Going MAD: Maximum Discrepancy Competition for Comparing Classifiers Adaptively https://openreview.net/pdf?id=rJehNT4YPr Black-Box Adversarial Attack with Transferable Model-based Embedding https://openreview.net/pdf?id=SJxhNTNYwB Stabilizing Off-Policy Reinforcement Learning with Conservative Policy Gradients https://openreview.net/pdf?id=SJgn464tPB Understanding Distributional Ambiguity via Non-robust Chance Constraint https://openreview.net/pdf?id=SJeo46VFDr MobileBERT: Task-Agnostic Compression of BERT by Progressive Knowledge Transfer https://openreview.net/pdf?id=SJxjVaNKwB Do Image Classifiers Generalize Across Time? https://openreview.net/pdf?id=Syx9ET4YPB Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation https://openreview.net/pdf?id=SJl5Np4tPr Evolutionary Reinforcement Learning for Sample-Efficient Multiagent Coordination https://openreview.net/pdf?id=rkxtNaNKwr A shallow feature extraction network with a large receptive field for stereo matching tasks https://openreview.net/pdf?id=H1lKNp4Fvr Learning Boolean Circuits with Neural Networks https://openreview.net/pdf?id=BkxtNaEYDr ProxNet: End-to-End Learning of Structured Representation by Proximal Mapping https://openreview.net/pdf?id=H1edV6VKvS Instance adaptive adversarial training: Improved accuracy tradeoffs in neural nets https://openreview.net/pdf?id=SyeOVTEFPH Towards Principled Objectives for Contrastive Disentanglement https://openreview.net/pdf?id=B1lPETVFPS Compositional languages emerge in a neural iterated learning model https://openreview.net/pdf?id=HkePNpVKPB Population-Guided Parallel Policy Search for Reinforcement Learning https://openreview.net/pdf?id=rJeINp4KwH Classification Logit Two-sample Testing by Neural Networks https://openreview.net/pdf?id=BJeI4TVYvS Variational Recurrent Models for Solving Partially Observable Control Tasks https://openreview.net/pdf?id=r1lL4a4tDB Learning to Discretize: Solving 1D Scalar Conservation Laws via Deep Reinforcement Learning https://openreview.net/pdf?id=rygBVTVFPB Towards Unifying Neural Architecture Space Exploration and Generalization https://openreview.net/pdf?id=SkgrV6EFPB Composable Semi-parametric Modelling for Long-range Motion Generation https://openreview.net/pdf?id=rkl44TEtwH Towards an Adversarially Robust Normalization Approach https://openreview.net/pdf?id=BJlEEaEFDS Generative Latent Flow https://openreview.net/pdf?id=Syg7VaNYPB Adversarial Example Detection and Classification with Asymmetrical Adversarial Training https://openreview.net/pdf?id=SJeQEp4YDH CZ-GEM: A FRAMEWORK FOR DISENTANGLED REPRESENTATION LEARNING https://openreview.net/pdf?id=r1e74a4twH Generalized Natural Language Grounded Navigation via Environment-agnostic Multitask Learning https://openreview.net/pdf?id=HkxzNpNtDS Global Concavity and Optimization in a Class of Dynamic Discrete Choice Models https://openreview.net/pdf?id=H1efEp4Yvr Posterior sampling for multi-agent reinforcement learning: solving extensive games with imperfect information https://openreview.net/pdf?id=Syg-ET4FPS On the Pareto Efficiency of Quantized CNN https://openreview.net/pdf?id=BJeWVpNtwr BANANAS: Bayesian Optimization with Neural Networks for Neural Architecture Search https://openreview.net/pdf?id=B1lxV6NFPH Potential Flow Generator with $L_2$ Optimal Transport Regularity for Generative Models https://openreview.net/pdf?id=SkexNpNFwS Integrative Tensor-based Anomaly Detection System For Satellites https://openreview.net/pdf?id=HJeg46EKPr Detecting and Diagnosing Adversarial Images with Class-Conditional Capsule Reconstructions https://openreview.net/pdf?id=Skgy464Kvr MACER: Attack-free and Scalable Robust Training via Maximizing Certified Radius https://openreview.net/pdf?id=rJx1Na4Fwr TinyBERT: Distilling BERT for Natural Language Understanding https://openreview.net/pdf?id=rJx0Q6EFPB UW-NET: AN INCEPTION-ATTENTION NETWORK FOR UNDERWATER IMAGE CLASSIFICATION https://openreview.net/pdf?id=HklCmaVtPS Semantically-Guided Representation Learning for Self-Supervised Monocular Depth https://openreview.net/pdf?id=ByxT7TNFvH Stochastic AUC Maximization with Deep Neural Networks https://openreview.net/pdf?id=HJepXaVYDr Data-Driven Approach to Encoding and Decoding 3-D Crystal Structures https://openreview.net/pdf?id=S1enmaVFvS Why Gradient Clipping Accelerates Training: A Theoretical Justification for Adaptivity https://openreview.net/pdf?id=BJgnXpVYwS Why ADAM Beats SGD for Attention Models https://openreview.net/pdf?id=SJx37TEtDH Reflection-based Word Attribute Transfer https://openreview.net/pdf?id=HyxoX6EKvB Difference-Seeking Generative Adversarial Network--Unseen Sample Generation https://openreview.net/pdf?id=rygjmpVFvB EINS: Long Short-Term Memory with Extrapolated Input Network Simplification https://openreview.net/pdf?id=B1l5m6VFwr FasterSeg: Searching for Faster Real-time Semantic Segmentation https://openreview.net/pdf?id=BJgqQ6NYvB LEARNING EXECUTION THROUGH NEURAL CODE FUSION https://openreview.net/pdf?id=SJetQpEYvB Meta Module Network for Compositional Visual Reasoning https://openreview.net/pdf?id=S1xFm6VKDH Min-max Entropy for Weakly Supervised Pointwise Localization https://openreview.net/pdf?id=HkeO76EKDr Editable Neural Networks https://openreview.net/pdf?id=HJedXaEtvS Parallel Scheduled Sampling https://openreview.net/pdf?id=HkedQp4tPr Learning Explainable Models Using Attribution Priors https://openreview.net/pdf?id=rygPm64tDH Efficient Inference and Exploration for Reinforcement Learning https://openreview.net/pdf?id=rygw7aNYDS Leveraging inductive bias of neural networks for learning without explicit human annotations https://openreview.net/pdf?id=HJeIX6EKvr Bias-Resilient Neural Network https://openreview.net/pdf?id=Bke8764twr Effective Use of Variational Embedding Capacity in Expressive End-to-End Speech Synthesis https://openreview.net/pdf?id=SJgBQaVKwH Accelerating Reinforcement Learning Through GPU Atari Emulation https://openreview.net/pdf?id=HJgS7p4FPH Can gradient clipping mitigate label noise? https://openreview.net/pdf?id=rklB76EKPr Concise Multi-head Attention Models https://openreview.net/pdf?id=r1eVXa4KvH Tensorized Embedding Layers for Efficient Model Compression https://openreview.net/pdf?id=S1e4Q6EtDH Rethinking Neural Network Quantization https://openreview.net/pdf?id=HygQ7TNtPr Zero-shot task adaptation by homoiconic meta-mapping https://openreview.net/pdf?id=HyeX7aVKvr iSparse: Output Informed Sparsification of Neural Networks https://openreview.net/pdf?id=ryefmpEYPr HyperEmbed: Tradeoffs Between Resources and Performance in NLP Tasks with Hyperdimensional Computing enabled embedding of n-gram statistics https://openreview.net/pdf?id=SJgzXaNFwS Pretrained Encyclopedia: Weakly Supervised Knowledge-Pretrained Language Model https://openreview.net/pdf?id=BJlzm64tDH Fast Linear Interpolation for Piecewise-Linear Functions, GAMs, and Deep Lattice Networks https://openreview.net/pdf?id=H1e-X64FDB Adversarial Training: embedding adversarial perturbations into the parameter space of a neural network to build a robust system https://openreview.net/pdf?id=HygbQaNYwr Collaborative Generated Hashing for Market Analysis and Fast Cold-start Recommendation https://openreview.net/pdf?id=HJel76NYPS Pruned Graph Scattering Transforms https://openreview.net/pdf?id=rJeg7TEYwB DDSP: Differentiable Digital Signal Processing https://openreview.net/pdf?id=B1x1ma4tDr Continual Learning via Neural Pruning https://openreview.net/pdf?id=BkeJm6VtPH Min-Max Optimization without Gradients: Convergence and Applications to Adversarial ML https://openreview.net/pdf?id=rylkma4twr XLDA: Cross-Lingual Data Augmentation for Natural Language Inference and Question Answering https://openreview.net/pdf?id=BJgAf6Etwr Attraction-Repulsion Actor-Critic for Continuous Control Reinforcement Learning https://openreview.net/pdf?id=BJlAzTEKwS GLAD: Learning Sparse Graph Recovery https://openreview.net/pdf?id=BkxpMTEtPB PDP: A General Neural Framework for Learning SAT Solvers https://openreview.net/pdf?id=S1xaf6VFPB Adaptive Loss Scaling for Mixed Precision Training https://openreview.net/pdf?id=rJlnfaNYvB Quantifying Exposure Bias for Neural Language Generation https://openreview.net/pdf?id=rJg2fTNtwr How many weights are enough : can tensor factorization learn efficient policies ? https://openreview.net/pdf?id=B1l3M64KwB Domain Aggregation Networks for Multi-Source Domain Adaptation https://openreview.net/pdf?id=ByljMaNKwB Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming https://openreview.net/pdf?id=ryljMpNtwr AHash: A Load-Balanced One Permutation Hash https://openreview.net/pdf?id=rJe9fTNtPS Ordinary differential equations on graph networks https://openreview.net/pdf?id=SJg9z6VFDr Lift-the-flap: what, where and when for context reasoning https://openreview.net/pdf?id=ryeFzT4YPr Unifying Question Answering, Text Classification, and Regression via Span Extraction https://openreview.net/pdf?id=HketzTNYwS Supervised learning with incomplete data via sparse representations https://openreview.net/pdf?id=Syx_f6EFPr Conversation Generation with Concept Flow https://openreview.net/pdf?id=B1lOzpVtDB The Probabilistic Fault Tolerance of Neural Networks in the Continuous Limit https://openreview.net/pdf?id=rkl_f6EFPS Variational Hashing-based Collaborative Filtering with Self-Masking https://openreview.net/pdf?id=rylDzTEKwr Neural Network Branching for Neural Network Verification https://openreview.net/pdf?id=B1evfa4tPB SoftLoc: Robust Temporal Localization under Label Misalignment https://openreview.net/pdf?id=SylUzpNFDS VideoFlow: A Conditional Flow-Based Model for Stochastic Video Generation https://openreview.net/pdf?id=rJgUfTEYvH Adaptive Data Augmentation with Deep Parallel Generative Models https://openreview.net/pdf?id=Skerzp4KPS Domain-invariant Learning using Adaptive Filter Decomposition https://openreview.net/pdf?id=SJxHMaEtwB Topology of deep neural networks https://openreview.net/pdf?id=SkgBfaNKPr Adversarial Policies: Attacking Deep Reinforcement Learning https://openreview.net/pdf?id=HJgEMpVFwB Escaping Saddle Points Faster with Stochastic Momentum https://openreview.net/pdf?id=rkeNfp4tPr Few-shot Text Classification with Distributional Signatures https://openreview.net/pdf?id=H1emfT4twB RotationOut as a Regularization Method for Neural Network https://openreview.net/pdf?id=r1e7M6VYwH Universal Approximation with Deep Narrow Networks https://openreview.net/pdf?id=B1xGGTEtDH A Dynamic Approach to Accelerate Deep Learning Training https://openreview.net/pdf?id=SJefGpEtDB Geometric Insights into the Convergence of Nonlinear TD Learning https://openreview.net/pdf?id=SJezGp4YPr Efficient Multivariate Bandit Algorithm with Path Planning https://openreview.net/pdf?id=H1lWzpNKvr Learning Self-Correctable Policies and Value Functions from Demonstrations with Negative Sampling https://openreview.net/pdf?id=rke-f6NKvS Exploring Model-based Planning with Policy Networks https://openreview.net/pdf?id=H1exf64KwH Benchmarking Model-Based Reinforcement Learning https://openreview.net/pdf?id=H1lefTEKDS Encoder-decoder Network as Loss Function for Summarization https://openreview.net/pdf?id=SylkzaEYPS Locally adaptive activation functions with slope recovery term for deep and physics-informed neural networks https://openreview.net/pdf?id=rkeJzpNtPS On Identifiability in Transformers https://openreview.net/pdf?id=BJg1f6EFDB Automated curriculum generation through setter-solver interactions https://openreview.net/pdf?id=H1e0Wp4KvH Deep Multi-View Learning via Task-Optimal CCA https://openreview.net/pdf?id=SkgRW64twr Bandlimiting Neural Networks Against Adversarial Attacks https://openreview.net/pdf?id=Skx6WaEYPH Progressive Memory Banks for Incremental Domain Adaptation https://openreview.net/pdf?id=BkepbpNFwr MMD GAN with Random-Forest Kernels https://openreview.net/pdf?id=HJxhWa4KDr What graph neural networks cannot learn: depth vs width https://openreview.net/pdf?id=B1l2bp4YwS INFERENCE, PREDICTION, AND ENTROPY RATE OF CONTINUOUS-TIME, DISCRETE-EVENT PROCESSES https://openreview.net/pdf?id=B1gn-pEKwH Learning an off-policy predictive state representation for deep reinforcement learning for vision-based steering in autonomous driving https://openreview.net/pdf?id=B1gi-TVKwB RTFM: Generalising to New Environment Dynamics via Reading https://openreview.net/pdf?id=SJgob6NKvH MIM: Mutual Information Machine https://openreview.net/pdf?id=BJl9ZTVKwB Real or Fake: An Empirical Study and Improved Model for Fake Face Detection https://openreview.net/pdf?id=HyxcZT4KwB Constant Time Graph Neural Networks https://openreview.net/pdf?id=rkgKW64FPH AutoLR: A Method for Automatic Tuning of Learning Rate https://openreview.net/pdf?id=SkgtbaVYvH Generating Robust Audio Adversarial Examples using Iterative Proportional Clipping https://openreview.net/pdf?id=HJgFW6EKvH Optimal Attacks on Reinforcement Learning Policies https://openreview.net/pdf?id=rkxuWaVYDB Multi-Agent Hierarchical Reinforcement Learning for Humanoid Navigation https://openreview.net/pdf?id=B1ldb6NKDr SMiRL: Surprise Minimizing RL in Entropic Environments https://openreview.net/pdf?id=H1lDbaVYvH Mesh-Free Unsupervised Learning-Based PDE Solver of Forward and Inverse problems https://openreview.net/pdf?id=rklv-a4tDB Input Complexity and Out-of-distribution Detection with Likelihood-based Generative Models https://openreview.net/pdf?id=SyxIWpVYvr Sparse and Structured Visual Attention https://openreview.net/pdf?id=r1e8WTEYPB Network Pruning for Low-Rank Binary Index https://openreview.net/pdf?id=H1x8b6EtvH Style-based Encoder Pre-training for Multi-modal Image Synthesis https://openreview.net/pdf?id=rkgrbTNtDr LDMGAN: Reducing Mode Collapse in GANs with Latent Distribution Matching https://openreview.net/pdf?id=HygHbTVYPB Bootstrapping the Expressivity with Model-based Planning https://openreview.net/pdf?id=Hye4WaVYwr DeepAGREL: Biologically plausible deep learning via direct reinforcement https://openreview.net/pdf?id=ryl4-pEKvB Homogeneous Linear Inequality Constraints for Neural Network Activations https://openreview.net/pdf?id=ByxXZpVtPB Leveraging Simple Model Predictions for Enhancing its Performance https://openreview.net/pdf?id=HyxQbaEYPr Modeling treatment events in disease progression https://openreview.net/pdf?id=B1gm-a4tDH DG-GAN: the GAN with the duality gap https://openreview.net/pdf?id=ryxMW6EtPB Stochastic Gradient Descent with Biased but Consistent Gradient Estimators https://openreview.net/pdf?id=rygMWT4twS One-way prototypical networks https://openreview.net/pdf?id=BJgWbpEtPr Encoding word order in complex embeddings https://openreview.net/pdf?id=Hke-WTVtwr ADASAMPLE: ADAPTIVE SAMPLING OF HARD POSITIVES FOR DESCRIPTOR LEARNING https://openreview.net/pdf?id=B1xgWpEKvH Functional vs. parametric equivalence of ReLU networks https://openreview.net/pdf?id=Bylx-TNKvH A New Multi-input Model with the Attention Mechanism for Text Classification https://openreview.net/pdf?id=rkx1b64Fvr Multi-Dimensional Explanation of Reviews https://openreview.net/pdf?id=B1lyZpEYvH A Uniform Generalization Error Bound for Generative Adversarial Networks https://openreview.net/pdf?id=Skek-TVYvr QGAN: Quantize Generative Adversarial Networks to Extreme low-bits https://openreview.net/pdf?id=HkeAepVKDH Learning to Transfer Learn https://openreview.net/pdf?id=H1l0e6VKDS Contrastive Learning of Structured World Models https://openreview.net/pdf?id=H1gax6VtDB Disentangling Factors of Variations Using Few Labels https://openreview.net/pdf?id=SygagpEKwB Detecting Out-of-Distribution Inputs to Deep Generative Models Using Typicality https://openreview.net/pdf?id=r1lnxTEYPS EDUCE: Explaining model Decision through Unsupervised Concepts Extraction https://openreview.net/pdf?id=S1gnxaVFDB Target-directed Atomic Importance Estimation via Reverse Self-attention https://openreview.net/pdf?id=rJxilTNtDB A critical analysis of self-supervision, or what we can learn from a single image https://openreview.net/pdf?id=B1esx6EYvr Accelerating SGD with momentum for over-parameterized learning https://openreview.net/pdf?id=r1gixp4FPH Discrete InfoMax Codes for Meta-Learning https://openreview.net/pdf?id=Syx5eT4KDS The Geometry of Sign Gradient Descent https://openreview.net/pdf?id=rJe9lpEFDH Learning Temporal Coherence via Self-Supervision for GAN-based Video Generation https://openreview.net/pdf?id=r1ltgp4FwS Attributes Obfuscation with Complex-Valued Features https://openreview.net/pdf?id=S1xFl64tDr V-MPO: On-Policy Maximum a Posteriori Policy Optimization for Discrete and Continuous Control https://openreview.net/pdf?id=SylOlp4FvH MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs https://openreview.net/pdf?id=B1gOe6NKPB Improving Adversarial Robustness Requires Revisiting Misclassified Examples https://openreview.net/pdf?id=rklOg6EFwS Learning to Sit: Synthesizing Human-Chair Interactions via Hierarchical Control https://openreview.net/pdf?id=HylvlaVtwr InfoCNF: Efficient Conditional Continuous Normalizing Flow Using Adaptive Solvers https://openreview.net/pdf?id=SJgvl6EFwH Mirror Descent View For Neural Network Quantization https://openreview.net/pdf?id=r1lUl6NFDH Hierarchical Disentangle Network for Object Representation Learning https://openreview.net/pdf?id=rkg8xTEtvB Deep Multiple Instance Learning with Gaussian Weighting https://openreview.net/pdf?id=Bklrea4KwS Mitigating Posterior Collapse in Strongly Conditioned Variational Autoencoders https://openreview.net/pdf?id=rJlHea4Kvr Zeno++: Robust Fully Asynchronous SGD https://openreview.net/pdf?id=rygHe64FDS DivideMix: Learning with Noisy Labels as Semi-supervised Learning https://openreview.net/pdf?id=HJgExaVtwr PAD-Nets: Learning Dynamic Receptive Fields via Pixel-Wise Adaptive Dilation https://openreview.net/pdf?id=rye4lT4tvB PLEX: PLanner and EXecutor for Embodied Learning in Navigation https://openreview.net/pdf?id=r1g7xT4Kwr DeepObfusCode: Source Code Obfuscation Through Sequence-to-Sequence Networks https://openreview.net/pdf?id=SygQlT4FwS Extreme Value k-means Clustering https://openreview.net/pdf?id=r1lfga4KvS Adaptive network sparsification with dependent variational beta-Bernoulli dropout https://openreview.net/pdf?id=rylfl6VFDH Data-dependent Gaussian Prior Objective for Language Generation https://openreview.net/pdf?id=S1efxTVYDr Learning Representations in Reinforcement Learning: an Information Bottleneck Approach https://openreview.net/pdf?id=Syl-xpNtwS LSTOD: Latent Spatial-Temporal Origin-Destination prediction model and its applications in ride-sharing platforms https://openreview.net/pdf?id=BkgZxpVFvH Ecological Reinforcement Learning https://openreview.net/pdf?id=S1xxx64YwH Dual-Component Deep Domain Adaptation: A New Approach for Cross Project Software Vulnerability Detection https://openreview.net/pdf?id=BkglepEFDS Towards Understanding the Regularization of Adversarial Robustness on Neural Networks https://openreview.net/pdf?id=BJlkgaNKvr MaskConvNet: Training Efficient ConvNets from Scratch via Budget-constrained Filter Pruning https://openreview.net/pdf?id=S1gyl6Vtvr Fast Bilinear Matrix Normalization via Rank-1 Update https://openreview.net/pdf?id=HJe1gaVtwS Scale-Equivariant Neural Networks with Decomposed Convolutional Filters https://openreview.net/pdf?id=rkgCJ64tDB A novel Bayesian estimation-based word embedding model for sentiment analysis https://openreview.net/pdf?id=S1eRya4KDB Attacking Lifelong Learning Models with Gradient Reversion https://openreview.net/pdf?id=SJlpy64tvB Learning with Long-term Remembering: Following the Lead of Mixed Stochastic Gradient https://openreview.net/pdf?id=H1g6kaVKvH A Harmonic Structure-Based Neural Network Model for Musical Pitch Detection https://openreview.net/pdf?id=S1ln1TNKvH Fooling Detection Alone is Not Enough: Adversarial Attack against Multiple Object Tracking https://openreview.net/pdf?id=rJl31TNYPr Towards A Unified Min-Max Framework for Adversarial Exploration and Robustness https://openreview.net/pdf?id=S1eik6EtPB Domain-Agnostic Few-Shot Classification by Learning Disparate Modulators https://openreview.net/pdf?id=S1xjJpNYvB Anomaly Detection and Localization in Images using Guided Attention https://openreview.net/pdf?id=B1gikpEtwH Watch, Try, Learn: Meta-Learning from Demonstrations and Rewards https://openreview.net/pdf?id=SJg5J6NtDr Logic and the 2-Simplicial Transformer https://openreview.net/pdf?id=rkecJ6VFvr PAC-Bayes Few-shot Meta-learning with Implicit Learning of Model Prior Distribution https://openreview.net/pdf?id=SkgYJaEFwS Reinforcement Learning with Chromatic Networks https://openreview.net/pdf?id=S1gKkpNKwH AE-OT: A NEW GENERATIVE MODEL BASED ON EXTENDED SEMI-DISCRETE OPTIMAL TRANSPORT https://openreview.net/pdf?id=HkldyTNYwH Deep Mining: Detecting Anomalous Patterns in Neural Network Activations with Subset Scanning https://openreview.net/pdf?id=Skld1aVtPB A Data-Efficient Mutual Information Neural Estimator for Statistical Dependency Testing https://openreview.net/pdf?id=SklOypVKvS Enhancing Adversarial Defense by k-Winners-Take-All https://openreview.net/pdf?id=Skgvy64tvr Thwarting finite difference adversarial attacks with output randomization https://openreview.net/pdf?id=S1lDkaEFwS Exploration in Reinforcement Learning with Deep Covering Options https://openreview.net/pdf?id=SkeIyaVtwB Towards Controllable and Interpretable Face Completion via Structure-Aware and Frequency-Oriented Attentive GANs https://openreview.net/pdf?id=ryxUkTVYvH Learning audio representations with self-supervision https://openreview.net/pdf?id=r1xBk6NKwr Learning Disentangled Representations for CounterFactual Regression https://openreview.net/pdf?id=HkxBJT4YvB Learning relevant features for statistical inference https://openreview.net/pdf?id=SJeS16EKPr VILD: Variational Imitation Learning with Diverse-quality Demonstrations https://openreview.net/pdf?id=SJgNkpVFPr Entropy Minimization In Emergent Languages https://openreview.net/pdf?id=SylVJTNKDr A Unified framework for randomized smoothing based certified defenses https://openreview.net/pdf?id=ryl71a4YPB Analysis of Video Feature Learning in Two-Stream CNNs on the Example of Zebrafish Swim Bout Classification https://openreview.net/pdf?id=rJgQkT4twH MIST: Multiple Instance Spatial Transformer Networks https://openreview.net/pdf?id=rJeGJaEtPH ISBNet: Instance-aware Selective Branching Networks https://openreview.net/pdf?id=rklz16Vtvr MODiR: Multi-Objective Dimensionality Reduction for Joint Data Visualisation https://openreview.net/pdf?id=HJlMkTNYvH Robust Local Features for Improving the Generalization of Adversarial Training https://openreview.net/pdf?id=H1lZJpVFvr Online and stochastic optimization beyond Lipschitz continuity: A Riemannian approach https://openreview.net/pdf?id=rkxZyaNtwB Distributed Online Optimization with Long-Term Constraints https://openreview.net/pdf?id=Syee1pVtDS Reinforcement Learning with Competitive Ensembles of Information-Constrained Primitives https://openreview.net/pdf?id=ryxgJTEYDr Learning the Arrow of Time for Problems in Reinforcement Learning https://openreview.net/pdf?id=rylJkpEtwS Topological based classification using graph convolutional networks https://openreview.net/pdf?id=ryey1TNKvH The Variational Bandwidth Bottleneck: Stochastic Evaluation on an Information Budget https://openreview.net/pdf?id=Hye1kTVFDS AutoGrow: Automatic Layer Growing in Deep Convolutional Networks https://openreview.net/pdf?id=S1x0CnEtvB Sequence-level Intrinsic Exploration Model for Partially Observable Domains https://openreview.net/pdf?id=H1eCR34FPB Pipelined Training with Stale Weights of Deep Convolutional Neural Networks https://openreview.net/pdf?id=SkgTR3VFvH StacNAS: Towards Stable and Consistent Optimization for Differentiable Neural Architecture Search https://openreview.net/pdf?id=rygpAnEKDH Universal Learning Approach for Adversarial Defense https://openreview.net/pdf?id=rklnA34twH Boosting Generative Models by Leveraging Cascaded Meta-Models https://openreview.net/pdf?id=Hke2Rh4Kvr Quantitatively Disentangling and Understanding Part Information in CNNs https://openreview.net/pdf?id=B1ln0hNFDS The Implicit Bias of Depth: How Incremental Learning Drives Generalization https://openreview.net/pdf?id=H1lj0nNFwB FAKE CAN BE REAL IN GANS https://openreview.net/pdf?id=HyxsR24tvS Rethinking Softmax Cross-Entropy Loss for Adversarial Robustness https://openreview.net/pdf?id=Byg9A24tvB Measuring Compositional Generalization: A Comprehensive Method on Realistic Data https://openreview.net/pdf?id=SygcCnNKwr Theory and Evaluation Metrics for Learning Disentangled Representations https://openreview.net/pdf?id=HJgK0h4Ywr Mixup Inference: Better Exploiting Mixup to Defend Adversarial Attacks https://openreview.net/pdf?id=ByxtC2VtPB Dynamically Pruned Message Passing Networks for Large-scale Knowledge Graph Reasoning https://openreview.net/pdf?id=rkeuAhVKvB A TWO-STAGE FRAMEWORK FOR MATHEMATICAL EXPRESSION RECOGNITION https://openreview.net/pdf?id=rkl_Ch4YwS Universal Source-Free Domain Adaptation https://openreview.net/pdf?id=B1gd0nEFwS Learning Invariants through Soft Unification https://openreview.net/pdf?id=r1xwA34KDB Are Pre-trained Language Models Aware of Phrases? Simple but Strong Baselines for Grammar Induction https://openreview.net/pdf?id=H1xPR3NtPB Macro Action Ensemble Searching Methodology for Deep Reinforcement Learning https://openreview.net/pdf?id=HJeICn4YwS INTERPRETING CNN COMPRESSION USING INFORMATION BOTTLENECK https://openreview.net/pdf?id=S1gLC3VtPB Increasing batch size through instance repetition improves generalization https://openreview.net/pdf?id=rylB0nNKDr FSPool: Learning Set Representations with Featurewise Sort Pooling https://openreview.net/pdf?id=HJgBA2VYwH Recurrent Neural Networks are Universal Filters https://openreview.net/pdf?id=rJgHC2VKvB On the Convergence of FedAvg on Non-IID Data https://openreview.net/pdf?id=HJxNAnVtDS Adversarially Robust Neural Networks via Optimal Control: Bridging Robustness with Lyapunov Stability https://openreview.net/pdf?id=BklVA2NYvH Multi-agent Reinforcement Learning for Networked System Control https://openreview.net/pdf?id=Syx7A3NFvH Learning to Anneal and Prune Proximity Graphs for Similarity Search https://openreview.net/pdf?id=HJlXC3EtwB Deep Bayesian Structure Networks https://openreview.net/pdf?id=B1gXR3NtwS Hierarchical Foresight: Self-Supervised Learning of Long-Horizon Tasks via Visual Subgoal Generation https://openreview.net/pdf?id=H1gzR2VKDH Keyframing the Future: Discovering Temporal Hierarchy with Keyframe-Inpainter Prediction https://openreview.net/pdf?id=BklfR3EYDH Differential Privacy in Adversarial Learning with Provable Robustness https://openreview.net/pdf?id=Byg-An4tPr Topology-Aware Pooling via Graph Attention https://openreview.net/pdf?id=H1l-02VKPB Siamese Attention Networks https://openreview.net/pdf?id=BJglA3NKwS Neural Stored-program Memory https://openreview.net/pdf?id=rkxxA24FDr ES-MAML: Simple Hessian-Free Meta Learning https://openreview.net/pdf?id=S1exA2NtDB Enforcing Physical Constraints in Neural Neural Networks through Differentiable PDE Layer https://openreview.net/pdf?id=B1eyA3VFwS TabFact: A Large-scale Dataset for Table-based Fact Verification https://openreview.net/pdf?id=rkeJRhNYDH Evidence-Aware Entropy Decomposition For Active Deep Learning https://openreview.net/pdf?id=B1lC62EKwr Learning to Generate Grounded Visual Captions without Localization Supervision https://openreview.net/pdf?id=SylR6n4tPS Extreme Triplet Learning: Effectively Optimizing Easy Positives and Hard Negatives https://openreview.net/pdf?id=Bylp62EKDH Implicit Bias of Gradient Descent based Adversarial Training on Separable Data https://openreview.net/pdf?id=HkgTTh4FDH Graph Warp Module: an Auxiliary Module for Boosting the Power of Graph Neural Networks in Molecular Graph Analysis https://openreview.net/pdf?id=S1l66nNFvB BERT Wears GloVes: Distilling Static Embeddings from Pretrained Contextual Representations https://openreview.net/pdf?id=SJg3T2EFvr The Visual Task Adaptation Benchmark https://openreview.net/pdf?id=BJena3VtwS Input Alignment along Chaotic directions increases Stability in Recurrent Neural Networks https://openreview.net/pdf?id=Sklia3EFPH 3D-SIC: 3D Semantic Instance Completion for RGB-D Scans https://openreview.net/pdf?id=SJxjanVKDH Learning Similarity Metrics for Numerical Simulations https://openreview.net/pdf?id=Hyl9ahVFwH Image-guided Neural Object Rendering https://openreview.net/pdf?id=Hyg9anEFPS MULTIPOLAR: Multi-Source Policy Aggregation for Transfer Reinforcement Learning between Diverse Environmental Dynamics https://openreview.net/pdf?id=Byx9p2EtDH Effective and Robust Detection of Adversarial Examples via Benford-Fourier Coefficients https://openreview.net/pdf?id=ryeK6nNFDr Stablizing Adversarial Invariance Induction by Discriminator Matching https://openreview.net/pdf?id=B1lFa3EFwB Natural Language Adversarial Attack and Defense in Word Level https://openreview.net/pdf?id=BJl_a2VYPH Amharic Light Stemmer https://openreview.net/pdf?id=r1edp2VYwH Dynamical Clustering of Time Series Data Using Multi-Decoder RNN Autoencoder https://openreview.net/pdf?id=BJewThEtDB POP-Norm: A Theoretically Justified and More Accelerated Normalization Approach https://openreview.net/pdf?id=SkevphEYPB Programmable Neural Network Trojan for Pre-trained Feature Extractor https://openreview.net/pdf?id=Bkgwp3NtDH Cost-Effective Interactive Neural Attention Learning https://openreview.net/pdf?id=ByxI62NFvB On Layer Normalization in the Transformer Architecture https://openreview.net/pdf?id=B1x8anVFPr PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search https://openreview.net/pdf?id=BJlS634tPr Knowledge Consistency between Neural Networks and Beyond https://openreview.net/pdf?id=BJeS62EtwH Temporal Probabilistic Asymmetric Multi-task Learning https://openreview.net/pdf?id=HygN634KvH Lazy-CFR: fast and near-optimal regret minimization for extensive games with imperfect information https://openreview.net/pdf?id=rJx4p3NYDB Corpus Based Amharic Sentiment Lexicon Generation https://openreview.net/pdf?id=BJxVT3EKDH Principled Weight Initialization for Hypernetworks https://openreview.net/pdf?id=H1lma24tPB Additive Powers-of-Two Quantization: A Non-uniform Discretization for Neural Networks https://openreview.net/pdf?id=BkgXT24tDS Transfer Alignment Network for Double Blind Unsupervised Domain Adaptation https://openreview.net/pdf?id=BJxGan4FPB Towards understanding the true loss surface of deep neural networks using random matrix theory and iterative spectral methods https://openreview.net/pdf?id=H1gza2NtwH Neural Architecture Search in Embedding Space https://openreview.net/pdf?id=HylWahVtwB Enhancing Transformation-Based Defenses Against Adversarial Attacks with a Distribution Classifier https://openreview.net/pdf?id=BkgWahEFvr Single Deep Counterfactual Regret Minimization https://openreview.net/pdf?id=ByebT3EYvr HaarPooling: Graph Pooling with Compressive Haar Basis https://openreview.net/pdf?id=BJleph4KvS Safe Policy Learning for Continuous Control https://openreview.net/pdf?id=HkxeThNFPH A Stochastic Trust Region Method for Non-convex Minimization https://openreview.net/pdf?id=HkxJpnVtPr Learning Effective Exploration Strategies For Contextual Bandits https://openreview.net/pdf?id=Bkgk624KDB Improving Batch Normalization with Skewness Reduction for Deep Neural Networks https://openreview.net/pdf?id=ryx0nnEKwH Adversarial Inductive Transfer Learning with input and output space adaptation https://openreview.net/pdf?id=ryeRn3NtPH Graph Neural Networks For Multi-Image Matching https://openreview.net/pdf?id=Hkgpnn4YvH An Empirical Study on Post-processing Methods for Word Embeddings https://openreview.net/pdf?id=Byla224KPr AN EFFICIENT HOMOTOPY TRAINING ALGORITHM FOR NEURAL NETWORKS https://openreview.net/pdf?id=B1l6nnEtwr High performance RNNs with spiking neurons https://openreview.net/pdf?id=HyxnnnVtwB CLAREL: classification via retrieval loss for zero-shot learning https://openreview.net/pdf?id=SJl3h2EYvS Observational Overfitting in Reinforcement Learning https://openreview.net/pdf?id=HJli2hNKDH On Mutual Information Maximization for Representation Learning https://openreview.net/pdf?id=rkxoh24FPH Localizing and Amortizing: Efficient Inference for Gaussian Processes https://openreview.net/pdf?id=Bkxonh4Ywr PNAT: Non-autoregressive Transformer by Position Learning https://openreview.net/pdf?id=BJe932EYwS On unsupervised-supervised risk and one-class neural networks https://openreview.net/pdf?id=S1x522NFvS Tranquil Clouds: Neural Networks for Learning Temporally Coherent Features in Point Clouds https://openreview.net/pdf?id=BJeKh3VYDH Distillation $\approx$ Early Stopping? Harvesting Dark Knowledge Utilizing Anisotropic Information Retrieval For Overparameterized NN https://openreview.net/pdf?id=HJlF3h4FvB Bayesian Inference for Large Scale Image Classification https://openreview.net/pdf?id=rklFh34Kwr Ranking Policy Gradient https://openreview.net/pdf?id=rJld3hEYvS How Does Learning Rate Decay Help Modern Neural Networks? https://openreview.net/pdf?id=r1eOnh4YPB Random Matrix Theory Proves that Deep Learning Representations of GAN-data Behave as Gaussian Mixtures https://openreview.net/pdf?id=rkgPnhNFPB SVQN: Sequential Variational Soft Q-Learning Networks https://openreview.net/pdf?id=r1xPh2VtPB Classification Attention for Chinese NER https://openreview.net/pdf?id=B1gUn24tPr Understanding Isomorphism Bias in Graph Data Sets https://openreview.net/pdf?id=rJlUhhVYvS Neural Machine Translation with Universal Visual Representation https://openreview.net/pdf?id=Byl8hhNYPS Towards More Realistic Neural Network Uncertainties https://openreview.net/pdf?id=rJeB22VFvS Understanding Architectures Learnt by Cell-based Neural Architecture Search https://openreview.net/pdf?id=BJxH22EKPS Soft Token Matching for Interpretable Low-Resource Classification https://openreview.net/pdf?id=SJlNnhVYDr Beyond Classical Diffusion: Ballistic Graph Neural Network https://openreview.net/pdf?id=r1gV3nVKPS Hierarchical Complement Objective Training https://openreview.net/pdf?id=SyxQh3EFDr Understanding and Stabilizing GANs' Training Dynamics with Control Theory https://openreview.net/pdf?id=BJe7h34YDS Variance Reduced Local SGD with Lower Communication Complexity https://openreview.net/pdf?id=S1lXnhVKPr AutoQ: Automated Kernel-Wise Neural Network Quantization https://openreview.net/pdf?id=rygfnn4twS Quantifying Layerwise Information Discarding of Neural Networks and Beyond https://openreview.net/pdf?id=BygG3hEYvB GDP: Generalized Device Placement for Dataflow Graphs https://openreview.net/pdf?id=SkxW23NtPH Unveiling Hidden Biases in Deep Networks with Classification Images and Spike Triggered Analysis https://openreview.net/pdf?id=H1ebhnEYDH Generalization Puzzles in Deep Networks https://openreview.net/pdf?id=BkelnhNFwB Why Learning of Large-Scale Neural Networks Behaves Like Convex Optimization https://openreview.net/pdf?id=HyxehhNtvS Poly-encoders: Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring https://openreview.net/pdf?id=SkxgnnNFvH HighRes-net: Multi-Frame Super-Resolution by Recursive Fusion https://openreview.net/pdf?id=HJxJ2h4tPr A Learning-based Iterative Method for Solving Vehicle Routing Problems https://openreview.net/pdf?id=BJe1334YDH Transferable Perturbations of Deep Feature Distributions https://openreview.net/pdf?id=rJxAo2VYwr Rethinking the Security of Skip Connections in ResNet-like Neural Networks https://openreview.net/pdf?id=BJlRs34Fvr ProtoAttend: Attention-Based Prototypical Learning https://openreview.net/pdf?id=Hyepjh4FwB A Signal Propagation Perspective for Pruning Neural Networks at Initialization https://openreview.net/pdf?id=HJeTo2VFwH Wildly Unsupervised Domain Adaptation and Its Powerful and Efficient Solution https://openreview.net/pdf?id=rkl2s34twS Automatically Learning Feature Crossing from Model Interpretation for Tabular Data https://openreview.net/pdf?id=Sye2s2VtDr Continual Learning with Adaptive Weights (CLAW) https://openreview.net/pdf?id=Hklso24Kwr Interpretability Evaluation Framework for Deep Neural Networks https://openreview.net/pdf?id=BylssnVFwH Progressive Upsampling Audio Synthesis via Effective Adversarial Training https://openreview.net/pdf?id=Skg9jnVFvH Learning Compact Reward for Image Captioning https://openreview.net/pdf?id=Syl5o2EFPB S-Flow GAN https://openreview.net/pdf?id=BJxqohNFPB Gradient-free Neural Network Training by Multi-convex Alternating Optimization https://openreview.net/pdf?id=rJlYsn4YwS Semi-supervised Semantic Segmentation using Auxiliary Network https://openreview.net/pdf?id=BkxFi2VYvS Intensity-Free Learning of Temporal Point Processes https://openreview.net/pdf?id=HygOjhEYDH Scalable and Order-robust Continual Learning with Additive Parameter Decomposition https://openreview.net/pdf?id=r1gdj2EKPB Discriminator Based Corpus Generation for General Code Synthesis https://openreview.net/pdf?id=rkxDon4Yvr Storage Efficient and Dynamic Flexible Runtime Channel Pruning via Deep Reinforcement Learning https://openreview.net/pdf?id=S1ewjhEFwr BOOSTING ENCODER-DECODER CNN FOR INVERSE PROBLEMS https://openreview.net/pdf?id=BJevihVtwB Weakly Supervised Clustering by Exploiting Unique Class Count https://openreview.net/pdf?id=B1xIj3VYvr Domain Adaptation via Low-Rank Basis Approximation https://openreview.net/pdf?id=BJeUs3VFPH Learning to Control PDEs with Differentiable Physics https://openreview.net/pdf?id=HyeSin4FPB Linear Symmetric Quantization of Neural Networks for Low-precision Integer Hardware https://openreview.net/pdf?id=H1lBj2VFPS Estimating Gradients for Discrete Random Variables by Sampling without Replacement https://openreview.net/pdf?id=rklEj2EFvB Structural Multi-agent Learning https://openreview.net/pdf?id=SklEs2EYvS A Gradient-based Architecture HyperParameter Optimization Approach https://openreview.net/pdf?id=r1g4onVYvS On importance-weighted autoencoders https://openreview.net/pdf?id=ryg7jhEtPB FALCON: Fast and Lightweight Convolution for Compressing and Accelerating CNN https://openreview.net/pdf?id=BylXi3NKvS Multi-Task Adapters for On-Device Audio Inference https://openreview.net/pdf?id=rkeMj3VtvB Mincut Pooling in Graph Neural Networks https://openreview.net/pdf?id=BkxfshNYwB Dual Graph Representation Learning https://openreview.net/pdf?id=r1xbj2VKvr Unsupervised Few Shot Learning via Self-supervised Training https://openreview.net/pdf?id=Ske-ih4FPS To Relieve Your Headache of Training an MRF, Take AdVIL https://openreview.net/pdf?id=Sylgsn4Fvr ILS-SUMM: Iterated Local Search for Unsupervised Video Summarization https://openreview.net/pdf?id=BJegjn4FPB On the Dynamics and Convergence of Weight Normalization for Training Neural Networks https://openreview.net/pdf?id=HJggj3VKPH CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition https://openreview.net/pdf?id=B1eksh4KvH Understanding and Improving Transformer From a Multi-Particle Dynamic System Point of View https://openreview.net/pdf?id=SJl1o2NFwS Revisit Knowledge Distillation: a Teacher-free Framework https://openreview.net/pdf?id=BJxA924YvS SesameBERT: Attention for Anywhere https://openreview.net/pdf?id=H1lac2Vtwr Automated Relational Meta-learning https://openreview.net/pdf?id=rklp93EtwH Training Deep Networks with Stochastic Gradient Normalized by Layerwise Adaptive Second Moments https://openreview.net/pdf?id=BJepq2VtDB Boosting Ticket: Towards Practical Pruning for Adversarial Training with Lottery Ticket Hypothesis https://openreview.net/pdf?id=Sye2c3NYDB Moniqua: Modulo Quantized Communication in Decentralized SGD https://openreview.net/pdf?id=HyxhqhVKPB Defending Against Physically Realizable Attacks on Image Classification https://openreview.net/pdf?id=H1xscnEKDr Certifying Distributional Robustness using Lipschitz Regularisation https://openreview.net/pdf?id=H1eo9h4KPH A SPIKING SEQUENTIAL MODEL: RECURRENT LEAKY INTEGRATE-AND-FIRE https://openreview.net/pdf?id=Hyx5qhEYvH N-BEATS: Neural basis expansion analysis for interpretable time series forecasting https://openreview.net/pdf?id=r1ecqn4YwB Subgraph Attention for Node Classification and Hierarchical Graph Pooling https://openreview.net/pdf?id=H1e552VKPr Are there any 'object detectors' in the hidden layers of CNNs trained to identify objects or scenes? https://openreview.net/pdf?id=Skltqh4KvB Learning Human Postural Control with Hierarchical Acquisition Functions https://openreview.net/pdf?id=S1eYchEtwH Unsupervised Intuitive Physics from Past Experiences https://openreview.net/pdf?id=SJlOq34Kwr Expected Tight Bounds for Robust Deep Neural Network Training https://openreview.net/pdf?id=Syld53NtvH Analytical Moment Regularizer for Training Robust Networks https://openreview.net/pdf?id=B1xDq2EFDH Model Architecture Controls Gradient Descent Dynamics: A Combinatorial Path-Based Formula https://openreview.net/pdf?id=B1xw9n4Kwr Deep Learning of Determinantal Point Processes via Proper Spectral Sub-gradient https://openreview.net/pdf?id=rkeIq2VYPr Collaborative Filtering With A Synthetic Feedback Loop https://openreview.net/pdf?id=HylLq2EKwS Self-Supervised State-Control through Intrinsic Mutual Information Rewards https://openreview.net/pdf?id=HygSq3VFvH Stagnant zone segmentation with U-net https://openreview.net/pdf?id=H1eH9hNtwr Distance-Based Learning from Errors for Confidence Calibration https://openreview.net/pdf?id=BJeB5hVtvB Curvature Graph Network https://openreview.net/pdf?id=BylEqnVFDB Learning Algorithmic Solutions to Symbolic Planning Tasks with a Neural Computer https://openreview.net/pdf?id=S1gNc3NtvB Generative Imputation and Stochastic Prediction https://openreview.net/pdf?id=B1em9h4KDS PROTOTYPE-ASSISTED ADVERSARIAL LEARNING FOR UNSUPERVISED DOMAIN ADAPTATION https://openreview.net/pdf?id=Byg79h4tvB Learning Expensive Coordination: An Event-Based Deep RL Approach https://openreview.net/pdf?id=ryeG924twB Unifying Graph Convolutional Networks as Matrix Factorization https://openreview.net/pdf?id=HJxf53EtDr Frequency Principle: Fourier Analysis Sheds Light on Deep Neural Networks https://openreview.net/pdf?id=Skgb5h4KPH Model-free Learning Control of Nonlinear Stochastic Systems with Stability Guarantee https://openreview.net/pdf?id=SkeWc2EKPH Depth-Recurrent Residual Connections for Super-Resolution of Real-Time Renderings https://openreview.net/pdf?id=H1gW93NKvH LAMAL: LAnguage Modeling Is All You Need for Lifelong Language Learning https://openreview.net/pdf?id=Skgxcn4YDS GenDICE: Generalized Offline Estimation of Stationary Values https://openreview.net/pdf?id=HkxlcnVFwB Deep Audio Prior https://openreview.net/pdf?id=B1l1qnEFwH Compressing Deep Neural Networks With Learnable Regularization https://openreview.net/pdf?id=r1e1q3VFvH ATLPA:ADVERSARIAL TOLERANT LOGIT PAIRING WITH ATTENTION FOR CONVOLUTIONAL NEURAL NETWORK https://openreview.net/pdf?id=HJx0Yn4FPB SDNet: Contextualized Attention-based Deep Network for Conversational Question Answering https://openreview.net/pdf?id=SJx0F2VtwB Make Lead Bias in Your Favor: A Simple and Effective Method for News Summarization https://openreview.net/pdf?id=ryxAY34YwB Learning Out-of-distribution Detection without Out-of-distribution Data https://openreview.net/pdf?id=rJlaY3VYDr Prox-SGD: Training Structured Neural Networks under Regularization and Constraints https://openreview.net/pdf?id=HygpthEtvr Unsupervised Learning of Node Embeddings by Detecting Communities https://openreview.net/pdf?id=Byl3K2VtwB Diverse Trajectory Forecasting with Determinantal Point Processes https://openreview.net/pdf?id=ryxnY3NYPS Bridging the domain gap in cross-lingual document classification https://openreview.net/pdf?id=ryeot3EYPB Evaluating The Search Phase of Neural Architecture Search https://openreview.net/pdf?id=H1loF2NFwr Learning to Defense by Learning to Attack https://openreview.net/pdf?id=HklsthVYDH Smooth Regularized Reinforcement Learning https://openreview.net/pdf?id=Skg9FhVYPS On Robustness of Neural Ordinary Differential Equations https://openreview.net/pdf?id=B1e9Y2NYvS Diving into Optimization of Topology in Neural Networks https://openreview.net/pdf?id=HyetFnEFDS FoveaBox: Beyound Anchor-based Object Detection https://openreview.net/pdf?id=HyxFF34FPr Cascade Style Transfer https://openreview.net/pdf?id=BJeuKnEtDH Advantage Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning https://openreview.net/pdf?id=H1gdF34FvS Unifying Graph Convolutional Neural Networks and Label Propagation https://openreview.net/pdf?id=rkgdYhVtvH Equivariant neural networks and equivarification https://openreview.net/pdf?id=BkxDthVtvS Towards a Unified Evaluation of Explanation Methods without Ground Truth https://openreview.net/pdf?id=SkxwY3NtPr Data Valuation using Reinforcement Learning https://openreview.net/pdf?id=BJx8YnEFPH RL-LIM: Reinforcement Learning-based Locally Interpretable Modeling https://openreview.net/pdf?id=BJx8Fh4KPB BackPACK: Packing more into Backprop https://openreview.net/pdf?id=BJlrF24twB DeepHoyer: Learning Sparser Neural Network with Differentiable Scale-Invariant Sparsity Measures https://openreview.net/pdf?id=rylBK34FDS Regional based query in graph active learning https://openreview.net/pdf?id=BkeHt34Fwr Group-Connected Multilayer Perceptron Networks https://openreview.net/pdf?id=SJg4Y3VFPS Towards Stable and comprehensive Domain Alignment: Max-Margin Domain-Adversarial Training https://openreview.net/pdf?id=BklEF3VFPB Depth-Adaptive Transformer https://openreview.net/pdf?id=SJg7KhVKPH VUSFA:Variational Universal Successor Features Approximator https://openreview.net/pdf?id=BygXY34FDr InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization https://openreview.net/pdf?id=r1lfF2NYvH Federated Adversarial Domain Adaptation https://openreview.net/pdf?id=HJezF3VYPB CATER: A diagnostic dataset for Compositional Actions & TEmporal Reasoning https://openreview.net/pdf?id=HJgzt2VKPB Learning Structured Communication for Multi-agent Reinforcement Learning https://openreview.net/pdf?id=BklWt24tvH Utilizing Edge Features in Graph Neural Networks via Variational Information Maximization https://openreview.net/pdf?id=BygZK2VYvB Stabilizing DARTS with Amended Gradient Estimation on Architectural Parameters https://openreview.net/pdf?id=BJlgt2EYwr Utility Analysis of Network Architectures for 3D Point Cloud Processing https://openreview.net/pdf?id=rkxxKhVYwr Effective Mechanism to Mitigate Injuries During NFL Plays https://openreview.net/pdf?id=BygJKn4tPr TechKG: A Large-Scale Chinese Technology-Oriented Knowledge Graph https://openreview.net/pdf?id=H1ekF2EYDH Learning Reusable Options for Multi-Task Reinforcement Learning https://openreview.net/pdf?id=r1lkKn4KDS Maxmin Q-learning: Controlling the Estimation Bias of Q-learning https://openreview.net/pdf?id=Bkg0u3Etwr X-Forest: Approximate Random Projection Trees for Similarity Measurement https://openreview.net/pdf?id=S1lAOhEKPS From Here to There: Video Inbetweening Using Direct 3D Convolutions https://openreview.net/pdf?id=S1epu2EtPB Low Bias Gradient Estimates for Very Deep Boolean Stochastic Networks https://openreview.net/pdf?id=Bygadh4tDB Automatically Discovering and Learning New Visual Categories with Ranking Statistics https://openreview.net/pdf?id=BJl2_nVFPB Support-guided Adversarial Imitation Learning https://openreview.net/pdf?id=r1x3unVKPS Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification https://openreview.net/pdf?id=rJlnOhVYPS Multi-Scale Representation Learning for Spatial Feature Distributions using Grid Cells https://openreview.net/pdf?id=rJljdh4KDH Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data https://openreview.net/pdf?id=r1eiu2VtwH Data augmentation instead of explicit regularization https://openreview.net/pdf?id=H1eqOnNYDH SCL: Towards Accurate Domain Adaptive Object Detection via Gradient Detach Based Stacked Complementary Losses https://openreview.net/pdf?id=rJx5_hNFwr SQIL: Imitation Learning via Reinforcement Learning with Sparse Rewards https://openreview.net/pdf?id=S1xKd24twB Label Cleaning with Likelihood Ratio Test https://openreview.net/pdf?id=SJeF_h4FwB Visual Imitation with Reinforcement Learning using Recurrent Siamese Networks https://openreview.net/pdf?id=BJgdOh4Ywr Graph Neural Networks Exponentially Lose Expressive Power for Node Classification https://openreview.net/pdf?id=S1ldO2EFPr VIDEO AFFECTIVE IMPACT PREDICTION WITH MULTIMODAL FUSION AND LONG-SHORT TEMPORAL CONTEXT https://openreview.net/pdf?id=HJx_d34YDB Graph inference learning for semi-supervised classification https://openreview.net/pdf?id=r1evOhEKvH Sparse Coding with Gated Learned ISTA https://openreview.net/pdf?id=BygPO2VKPH Dimensional Reweighting Graph Convolution Networks https://openreview.net/pdf?id=SJeLO34KwS ROBUST DISCRIMINATIVE REPRESENTATION LEARNING VIA GRADIENT RESCALING: AN EMPHASIS REGULARISATION PERSPECTIVE https://openreview.net/pdf?id=rylUOn4Yvr Explaining A Black-box By Using A Deep Variational Information Bottleneck Approach https://openreview.net/pdf?id=BJlLdhNFPr Learning deep graph matching with channel-independent embedding and Hungarian attention https://openreview.net/pdf?id=rJgBd2NYPH EnsembleNet: End-to-End Optimization of Multi-headed Models https://openreview.net/pdf?id=ByxSdh4tPS Out-of-Distribution Detection Using Layerwise Uncertainty in Deep Neural Networks https://openreview.net/pdf?id=rklVOnNtwH Semantics Preserving Adversarial Attacks https://openreview.net/pdf?id=SJx4O34YvS Ensemble methods and LSTM outperformed other eight machine learning classifiers in an EEG-based BCI experiment https://openreview.net/pdf?id=BkxmOn4FwH Scaling Up Neural Architecture Search with Big Single-Stage Models https://openreview.net/pdf?id=HJe7unNFDH AutoSlim: Towards One-Shot Architecture Search for Channel Numbers https://openreview.net/pdf?id=H1gz_nNYDS Neural Linear Bandits: Overcoming Catastrophic Forgetting through Likelihood Matching https://openreview.net/pdf?id=r1gzdhEKvH EgoMap: Projective mapping and structured egocentric memory for Deep RL https://openreview.net/pdf?id=S1gfu3EtDr Accelerated Information Gradient flow https://openreview.net/pdf?id=BJe-unNYPr Adversarial Attribute Learning by Exploiting negative correlated attributes https://openreview.net/pdf?id=BJxZdnVFPB StructPool: Structured Graph Pooling via Conditional Random Fields https://openreview.net/pdf?id=BJxg_hVtwH On the Decision Boundaries of Deep Neural Networks: A Tropical Geometry Perspective https://openreview.net/pdf?id=BylldnNFwS Probabilistic modeling the hidden layers of Deep Neural Networks https://openreview.net/pdf?id=ByxJO3VFwB IEG: Robust neural net training with severe label noises https://openreview.net/pdf?id=SJxyOhVtvB VideoEpitoma: Efficient Recognition of Long-range Actions https://openreview.net/pdf?id=Skx1dhNYPS On the Weaknesses of Reinforcement Learning for Neural Machine Translation https://openreview.net/pdf?id=H1eCw3EKvH Stochastically Controlled Compositional Gradient for the Composition problem https://openreview.net/pdf?id=rygRP2VYwB Sharing Knowledge in Multi-Task Deep Reinforcement Learning https://openreview.net/pdf?id=rkgpv2VFvr HOW IMPORTANT ARE NETWORK WEIGHTS? TO WHAT EXTENT DO THEY NEED AN UPDATE? https://openreview.net/pdf?id=rkg6PhNKDr Deep Reasoning Networks: Thinking Fast and Slow, for Pattern De-mixing https://openreview.net/pdf?id=HkehD3VtvS When Does Self-supervision Improve Few-shot Learning? https://openreview.net/pdf?id=HkenPn4KPH Reinforcement Learning Based Graph-to-Sequence Model for Natural Question Generation https://openreview.net/pdf?id=HygnDhEtvr Context-aware Attention Model for Coreference Resolution https://openreview.net/pdf?id=HyloPnEKPr SELF: Learning to Filter Noisy Labels with Self-Ensembling https://openreview.net/pdf?id=HkgsPhNYPS Neural Maximum Common Subgraph Detection with Guided Subgraph Extraction https://openreview.net/pdf?id=BJgcwh4FwS Amharic Negation Handling https://openreview.net/pdf?id=HJxcP2EFDS Noise Regularization for Conditional Density Estimation https://openreview.net/pdf?id=rygtPhVtDS Star-Convexity in Non-Negative Matrix Factorization https://openreview.net/pdf?id=BylKwnEYvS Count-guided Weakly Supervised Localization Based on Density Map https://openreview.net/pdf?id=rJgFDnEYPr Scoring-Aggregating-Planning: Learning task-agnostic priors from interactions and sparse rewards for zero-shot generalization https://openreview.net/pdf?id=HyeuP2EtDB SSE-PT: Sequential Recommendation Via Personalized Transformer https://openreview.net/pdf?id=HkeuD34KPH Wide Neural Networks are Interpolating Kernel Methods: Impact of Initialization on Generalization https://openreview.net/pdf?id=rJxvD3VKvr Improving Evolutionary Strategies with Generative Neural Networks https://openreview.net/pdf?id=SJlDDnVKwS Analysis and Interpretation of Deep CNN Representations as Perceptual Quality Features https://openreview.net/pdf?id=BJlLvnEtDB Program Guided Agent https://openreview.net/pdf?id=BkxUvnEYDH Mix & Match: training convnets with mixed image sizes for improved accuracy, speed and scale resiliency https://openreview.net/pdf?id=HylUPnVKvH Prestopping: How Does Early Stopping Help Generalization Against Label Noise? https://openreview.net/pdf?id=BklSwn4tDH Carpe Diem, Seize the Samples Uncertain "at the Moment" for Adaptive Batch Selection https://openreview.net/pdf?id=BklSv34KvB Large Batch Optimization for Deep Learning: Training BERT in 76 minutes https://openreview.net/pdf?id=Syx4wnEtvH