Stochastic Processes

Optimal Algorithms for Stochastic Multi-Armed Bandits with Heavy Tailed Rewards NeurIPS 2020 Optimal Variance Control of the Score-Function Gradient Estimator for Importance-Weighted Bounds NeurIPS 2020 Option Discovery in the Absence of Rewards with Manifold Analysis ICML 2020 PEP: Parameter Ensembling by Perturbation NeurIPS 2020 Perception of Privacy Measured in the Crowd — Paired Comparison on the Effect of Background Noises Interspeech 2020 Posterior sampling strategies based on discretized stochastic differential equations for machine learning applications JMLR 2020 Potential Driven Reinforcement Learning for Hard Exploration Tasks IJCAI 2020 Practical Nonisotropic Monte Carlo Sampling in High Dimensions via Determinantal Point Processes AISTATS 2020 Primal Dual Interpretation of the Proximal Stochastic Gradient Langevin Algorithm NeurIPS 2020 Probabilistic Safety for Bayesian Neural Networks UAI 2020 Projected Stein Variational Gradient Descent NeurIPS 2020 Prophets, Secretaries, and Maximizing the Probability of Choosing the Best AISTATS 2020 Quantitative Propagation of Chaos for SGD in Wide Neural Networks NeurIPS 2020 Random Reshuffling is Not Always Better NeurIPS 2020 Reasoning about Uncertainties in Discrete-Time Dynamical Systems using Polynomial Forms. NeurIPS 2020 Reconciling Modern Deep Learning with Traditional Optimization Analyses: The Intrinsic Learning Rate NeurIPS 2020 Reinforcement Learning in Continuous Time and Space: A Stochastic Control Approach JMLR 2020 Reinforcement Learning in Feature Space: Matrix Bandit, Kernels, and Regret Bound ICML 2020 Reinforcement Learning When All Actions Are Not Always Available AAAI 2020 Replica-Exchange Nos\'e-Hoover Dynamics for Bayesian Learning on Large Datasets NeurIPS 2020 Restarted Bayesian Online Change-point Detector achieves Optimal Detection Delay ICML 2020 Rethinking Learnable Tree Filter for Generic Feature Transform NeurIPS 2020 Risk Bounds for Reservoir Computing JMLR 2020 Robust, Accurate Stochastic Optimization for Variational Inference NeurIPS 2020 Robust Algorithms for Online k-means Clustering ALT 2020