Stochastic Methods

Sequential and Parallel Constrained Max-value Entropy Search via Information Lower Bound ICML 2022 Simultaneously Learning Stochastic and Adversarial Bandits with General Graph Feedback ICML 2022 SIXO: Smoothing Inference with Twisted Objectives NeurIPS 2022 Smoothed Adversarial Linear Contextual Bandits with Knapsacks ICML 2022 Smooth Fictitious Play in Stochastic Games with Perturbed Payoffs and Unknown Transitions NeurIPS 2022 Social-Inverse: Inverse Decision-making of Social Contagion Management with Task Migrations NeurIPS 2022 Socially Fair Mitigation of Misinformation on Social Networks via Constraint Stochastic Optimization AAAI 2022 Sparsity in Partially Controllable Linear Systems ICML 2022 Spectral risk-based learning using unbounded losses AISTATS 2022 Stability and Generalization for Markov Chain Stochastic Gradient Methods NeurIPS 2022 State Dependent Performative Prediction with Stochastic Approximation AISTATS 2022 Statistical and Computational Phase Transitions in Group Testing COLT 2022 Statistical inference with implicit SGD: proximal Robbins-Monro vs. Polyak-Ruppert ICML 2022 Statistical Learning and Inverse Problems: A Stochastic Gradient Approach NeurIPS 2022 Statistical, Robustness, and Computational Guarantees for Sliced Wasserstein Distances NeurIPS 2022 Stochastic Continuous Submodular Maximization: Boosting via Non-oblivious Function ICML 2022 Stochastic Extragradient: General Analysis and Improved Rates AISTATS 2022 Stochastic Halpern Iteration with Variance Reduction for Stochastic Monotone Inclusions NeurIPS 2022 Stochastic linear optimization never overfits with quadratically-bounded losses on general data COLT 2022 Stochastic Reweighted Gradient Descent ICML 2022 Stochastic Rising Bandits ICML 2022 Stochastic subgradient for composite convex optimization with functional constraints JMLR 2022 Stochastic Variance Reduction for Variational Inequality Methods COLT 2022 Streaming Algorithms for High-Dimensional Robust Statistics ICML 2022 Sublinear Algorithms for Hierarchical Clustering NeurIPS 2022