| DeepUSPS: Deep Robust Unsupervised Saliency Prediction via Self-supervision | Tam Nguyen · Maximilian Dax · Chaithanya Kumar Mummadi · Nhung Ngo · Thi Hoai Phuong Nguyen · Zhongyu Lou · Thomas Brox |
| Emergence of Object Segmentation in Perturbed Generative Models | Adam Bielski · Paolo Favaro |
| On Adversarial Mixup Resynthesis | Christopher Beckham · Sina Honari · Alex Lamb · Vikas Verma · Farnoosh Ghadiri · R Devon Hjelm · Yoshua Bengio · Chris Pal |
| q-means: A quantum algorithm for unsupervised machine learning | Iordanis Kerenidis · Jonas Landman · Alessandro Luongo · Anupam Prakash |
| Scalable Gromov-Wasserstein Learning for Graph Partitioning and Matching | Hongteng Xu · Dixin Luo · Lawrence Carin |
| Symmetry-Based Disentangled Representation Learning requires Interaction with Environments | Hugo Caselles-Dupré · Michael Garcia Ortiz · David Filliat |
| Coresets for Archetypal Analysis | Sebastian Mair · Ulf Brefeld |
| Multivariate Triangular Quantile Maps for Novelty Detection | Jingjing Wang · Sun Sun · Yaoliang Yu |
| Effective End-to-end Unsupervised Outlier Detection via Inlier Priority of Discriminative Network | Siqi Wang · Yijie Zeng · Xinwang Liu · En Zhu · Jianping Yin · Chuanfu Xu · Marius Kloft |
| High-Quality Self-Supervised Deep Image Denoising | Samuli Laine · Tero Karras · Jaakko Lehtinen · Timo Aila |
| Object landmark discovery through unsupervised adaptation | Enrique Sanchez · Georgios Tzimiropoulos |
| PIDForest: Anomaly Detection via Partial Identification | Parikshit Gopalan · Vatsal Sharan · Udi Wieder |
| Robust Principal Component Analysis with Adaptive Neighbors | Rui Zhang · Hanghang Tong |
| Flexible Modeling of Diversity with Strongly Log-Concave Distributions | Joshua Robinson · Suvrit Sra · Stefanie Jegelka |
| Putting An End to End-to-End: Gradient-Isolated Learning of Representations | Sindy Löwe · Peter O'Connor · Bastiaan Veeling |
| Hamiltonian Neural Networks | Samuel Greydanus · Misko Dzamba · Jason Yosinski |
| Using Self-Supervised Learning Can Improve Model Robustness and Uncertainty | Dan Hendrycks · Mantas Mazeika · Saurav Kadavath · Dawn Song |
| Learning about an exponential amount of conditional distributions | Mohamed Belghazi · Maxime Oquab · David Lopez-Paz |
| N-Gram Graph: Simple Unsupervised Representation for Graphs, with Applications to Molecules | Shengchao Liu · Mehmet F Demirel · Yingyu Liang |
| Outlier Detection and Robust PCA Using a Convex Measure of Innovation | Mostafa Rahmani · Ping Li |