Stochastic Methods

Understanding the Effect of Stochasticity in Policy Optimization NeurIPS 2021 Variance reduction in frequency estimators via control variates method UAI 2021 variational combinatorial sequential monte carlo methods for bayesian phylogenetic inference UAI 2021 Why resampling outperforms reweighting for correcting sampling bias with stochastic gradients ICLR 2021 A Catalyst Framework for Minimax Optimization NeurIPS 2020 Accelerating Stratified Sampling SGD by Reconstructing Strata IJCAI 2020 Achieving Fairness in the Stochastic Multi-Armed Bandit Problem AAAI 2020 Adaptive Sampling for Stochastic Risk-Averse Learning NeurIPS 2020 AdaScale SGD: A User-Friendly Algorithm for Distributed Training ICML 2020 Amortized variance reduction for doubly stochastic objective UAI 2020 A Near-Optimal Change-Detection Based Algorithm for Piecewise-Stationary Combinatorial Semi-Bandits AAAI 2020 An Empirical Study of Stochastic Gradient Descent with Structured Covariance Noise AISTATS 2020 An Improved Analysis of Stochastic Gradient Descent with Momentum NeurIPS 2020 An Intrinsically-Motivated Approach for Learning Highly Exploring and Fast Mixing Policies AAAI 2020 A Stochastic Path Integral Differential EstimatoR Expectation Maximization Algorithm NeurIPS 2020 A Tale of Two-Timescale Reinforcement Learning with the Tightest Finite-Time Bound AAAI 2020 A Unified Framework of Online Learning Algorithms for Training Recurrent Neural Networks JMLR 2020 A Unified q-Memorization Framework for Asynchronous Stochastic Optimization JMLR 2020 A Unified Theory of SGD: Variance Reduction, Sampling, Quantization and Coordinate Descent AISTATS 2020 Automated Augmented Conjugate Inference for Non-conjugate Gaussian Process Models AISTATS 2020 Bandits with Adversarial Scaling ICML 2020 Best Arm Identification in Spectral Bandits IJCAI 2020 Biased Stochastic First-Order Methods for Conditional Stochastic Optimization and Applications in Meta Learning NeurIPS 2020 Breaking Reversibility Accelerates Langevin Dynamics for Non-Convex Optimization NeurIPS 2020 Budget-Constrained Bandits over General Cost and Reward Distributions AISTATS 2020