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Stochastic Methods

2788 directly classified papers

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Papers

Generalization Bounds with Minimal Dependency on Hypothesis Class via Distributionally Robust Optimization NIPS 2022
Global Convergence and Stability of Stochastic Gradient Descent NIPS 2022
Constrained Langevin Algorithms with L-mixing External Random Variables NIPS 2022
Smooth Fictitious Play in Stochastic Games with Perturbed Payoffs and Unknown Transitions NIPS 2022
Score-Based Diffusion meets Annealed Importance Sampling NIPS 2022
Lower Bounds and Nearly Optimal Algorithms in Distributed Learning with Communication Compression NIPS 2022
Asymptotics of smoothed Wasserstein distances in the small noise regime NIPS 2022
Multi-fidelity Monte Carlo: a pseudo-marginal approach NIPS 2022
Zeroth-Order Hard-Thresholding: Gradient Error vs. Expansivity NIPS 2022
Reconstruction on Trees and Low-Degree Polynomials NIPS 2022
Thinking Outside the Ball: Optimal Learning with Gradient Descent for Generalized Linear Stochastic Convex Optimization NIPS 2022
Efficiency Ordering of Stochastic Gradient Descent NIPS 2022
Network change point localisation under local differential privacy NIPS 2022
Robust Generalized Method of Moments: A Finite Sample Viewpoint NIPS 2022
A Quadrature Rule combining Control Variates and Adaptive Importance Sampling NIPS 2022
Statistical Learning and Inverse Problems: A Stochastic Gradient Approach NIPS 2022
Local Bayesian optimization via maximizing probability of descent NIPS 2022
Langevin Monte Carlo for Contextual Bandits ICML 2022
Accurate Quantization of Measures via Interacting Particle-based Optimization ICML 2022
Online Nonsubmodular Minimization with Delayed Costs: From Full Information to Bandit Feedback ICML 2022
Delay-Adaptive Step-sizes for Asynchronous Learning ICML 2022
Leverage Score Sampling for Tensor Product Matrices in Input Sparsity Time ICML 2022
Scalable Distributional Robustness in a Class of Non-Convex Optimization with Guarantees NIPS 2022
Preconditioning for Scalable Gaussian Process Hyperparameter Optimization ICML 2022
Multiple-Play Stochastic Bandits with Shareable Finite-Capacity Arms ICML 2022