| Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model | Atilim Gunes Baydin · Lei Shao · Wahid Bhimji · Lukas Heinrich · Saeid Naderiparizi · Andreas Munk · Jialin Liu · Bradley Gram-Hansen · Gilles Louppe · Lawrence Meadows · Philip Torr · Victor Lee · Kyle Cranmer · Mr. Prabhat · Frank Wood |
| Online sampling from log-concave distributions | Holden Lee · Oren Mangoubi · Nisheeth Vishnoi |
| Parameter elimination in particle Gibbs sampling | Anna Wigren · Riccardo Sven Risuleo · Lawrence Murray · Fredrik Lindsten |
| Poisson-Minibatching for Gibbs Sampling with Convergence Rate Guarantees | Ruqi Zhang · Christopher De Sa |
| Pseudo-Extended Markov chain Monte Carlo | Christopher Nemeth · Fredrik Lindsten · Maurizio Filippone · James Hensman |
| Stochastic Gradient Hamiltonian Monte Carlo Methods with Recursive Variance Reduction | Difan Zou · Pan Xu · Quanquan Gu |
| Stochastic Proximal Langevin Algorithm: Potential Splitting and Nonasymptotic Rates | Adil SALIM · Dmitry Koralev · Peter Richtarik |
| Stochastic Runge-Kutta Accelerates Langevin Monte Carlo and Beyond | Xuechen Li · Yi Wu · Lester Mackey · Murat Erdogdu |
| The Randomized Midpoint Method for Log-Concave Sampling | Ruoqi Shen · Yin Tat Lee |
| Computational Separations between Sampling and Optimization | Kunal Talwar |
| Estimating Convergence of Markov chains with L-Lag Couplings | Niloy Biswas · Pierre E Jacob · Paul Vanetti |
| Exponential Family Estimation via Adversarial Dynamics Embedding | Bo Dai · Zhen Liu · Hanjun Dai · Niao He · Arthur Gretton · Le Song · Dale Schuurmans |
| Gradient-based Adaptive Markov Chain Monte Carlo | Michalis Titsias · Petros Dellaportas |
| On two ways to use determinantal point processes for Monte Carlo integration | Guillaume Gautier · Rémi Bardenet · Michal Valko |
| Rapid Convergence of the Unadjusted Langevin Algorithm: Isoperimetry Suffices | Santosh Vempala · Andre Wibisono |
| Sample Adaptive MCMC | Michael Zhu |
| The Implicit Metropolis-Hastings Algorithm | Kirill Neklyudov · Evgenii Egorov · Dmitry Vetrov |