Stochastic Methods

Heavy-tailed linear bandit with Huber regression UAI 2023 HeteRSGD: Tackling Heterogeneous Sampling Costs via Optimal Reweighted Stochastic Gradient Descent AISTATS 2023 Heuristic Search for Multi-Objective Probabilistic Planning AAAI 2023 High-dimensional Asymptotics of Denoising Autoencoders NeurIPS 2023 High Probability Bounds for Stochastic Continuous Submodular Maximization AISTATS 2023 HiGrad: Uncertainty Quantification for Online Learning and Stochastic Approximation JMLR 2023 History Filtering in Imperfect Information Games: Algorithms and Complexity NeurIPS 2023 Importance Sparsification for Sinkhorn Algorithm JMLR 2023 Improved Algorithms for Stochastic Linear Bandits Using Tail Bounds for Martingale Mixtures NeurIPS 2023 Improved Convergence in High Probability of Clipped Gradient Methods with Heavy Tailed Noise NeurIPS 2023 Improved dimension dependence of a proximal algorithm for sampling COLT 2023 Improved Discretization Analysis for Underdamped Langevin Monte Carlo COLT 2023 Improved Frequency Estimation Algorithms with and without Predictions NeurIPS 2023 Improved Generalization Bound and Learning of Sparsity Patterns for Data-Driven Low-Rank Approximation AISTATS 2023 Improved Powered Stochastic Optimization Algorithms for Large-Scale Machine Learning JMLR 2023 Incremental Aggregated Riemannian Gradient Method for Distributed PCA AISTATS 2023 Infinite-dimensional optimization and Bayesian nonparametric learning of stochastic differential equations JMLR 2023 Iterated Block Particle Filter for High-dimensional Parameter Learning: Beating the Curse of Dimensionality JMLR 2023 Kernel Quadrature with Randomly Pivoted Cholesky NeurIPS 2023 Kernel QuantTree ICML 2023 Label Robust and Differentially Private Linear Regression: Computational and Statistical Efficiency NeurIPS 2023 Langevin Quasi-Monte Carlo NeurIPS 2023 Large deviations rates for stochastic gradient descent with strongly convex functions AISTATS 2023 Last-Iterate Convergence with Full and Noisy Feedback in Two-Player Zero-Sum Games AISTATS 2023 Learning and Planning under Uncertainty for Conservation Decisions AAAI 2023