Stochastic Methods

Risk Bounds of Multi-Pass SGD for Least Squares in the Interpolation Regime NeurIPS 2022 Robust Data-Driven Output Feedback Control via Bootstrapped Multiplicative Noise L4DC 2022 Robust Stochastic Linear Contextual Bandits Under Adversarial Attacks AISTATS 2022 Sample Average Approximation for Stochastic Optimization with Dependent Data: Performance Guarantees and Tractability AAAI 2022 Sampling Permutations for Shapley Value Estimation JMLR 2022 Sampling without Replacement Leads to Faster Rates in Finite-Sum Minimax Optimization NeurIPS 2022 Scalable and Memory-Efficient Algorithms for Controlling Networked Epidemic Processes Using Multiplicative Weights Update Method IJCAI 2022 Scalable MCMC Sampling for Nonsymmetric Determinantal Point Processes ICML 2022 Scalable Sampling for Nonsymmetric Determinantal Point Processes ICLR 2022 Scaling Structured Inference with Randomization ICML 2022 SGD with Coordinate Sampling: Theory and Practice JMLR 2022 Shape, Light, and Material Decomposition from Images using Monte Carlo Rendering and Denoising NeurIPS 2022 Sharp Analysis of Stochastic Optimization under Global Kurdyka-Lojasiewicz Inequality NeurIPS 2022 Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective AISTATS 2022 Sharper Convergence Guarantees for Asynchronous SGD for Distributed and Federated Learning NeurIPS 2022 Shuffle Private Stochastic Convex Optimization ICLR 2022 Simple and Optimal Stochastic Gradient Methods for Nonsmooth Nonconvex Optimization JMLR 2022 Socially Fair Mitigation of Misinformation on Social Networks via Constraint Stochastic Optimization AAAI 2022 Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks NeurIPS 2022 Stability vs Implicit Bias of Gradient Methods on Separable Data and Beyond COLT 2022 Statistical inference with implicit SGD: proximal Robbins-Monro vs. Polyak-Ruppert ICML 2022 Stochastic Halpern Iteration with Variance Reduction for Stochastic Monotone Inclusions NeurIPS 2022 Stochastic Reweighted Gradient Descent ICML 2022 Stochastic Variance Reduction for Variational Inequality Methods COLT 2022 Strategies for Safe Multi-Armed Bandits with Logarithmic Regret and Risk ICML 2022