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Stochastic Methods

2788 directly classified papers

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Papers

Optimal Algorithms for Stochastic Multi-Level Compositional Optimization ICML 2022
Dimension-free Complexity Bounds for High-order Nonconvex Finite-sum Optimization ICML 2022
Thinking Outside the Ball: Optimal Learning with Gradient Descent for Generalized Linear Stochastic Convex Optimization NIPS 2022
Stochastic Halpern Iteration with Variance Reduction for Stochastic Monotone Inclusions NIPS 2022
Perfect Sampling from Pairwise Comparisons NIPS 2022
Constrained Langevin Algorithms with L-mixing External Random Variables NIPS 2022
Score-Based Diffusion meets Annealed Importance Sampling NIPS 2022
Langevin Monte Carlo for Contextual Bandits ICML 2022
Accurate Quantization of Measures via Interacting Particle-based Optimization ICML 2022
Delay-Adaptive Step-sizes for Asynchronous Learning ICML 2022
Leverage Score Sampling for Tensor Product Matrices in Input Sparsity Time ICML 2022
Smooth Fictitious Play in Stochastic Games with Perturbed Payoffs and Unknown Transitions NIPS 2022
Multi-fidelity Monte Carlo: a pseudo-marginal approach NIPS 2022
Preconditioning for Scalable Gaussian Process Hyperparameter Optimization ICML 2022
Multiple-Play Stochastic Bandits with Shareable Finite-Capacity Arms ICML 2022
Iterative Double Sketching for Faster Least-Squares Optimization ICML 2022
Bayesian Optimization under Stochastic Delayed Feedback ICML 2022
Lower Bounds and Nearly Optimal Algorithms in Distributed Learning with Communication Compression NIPS 2022
Estimation in Rotationally Invariant Generalized Linear Models via Approximate Message Passing ICML 2022
Improved Convergence Rates for Sparse Approximation Methods in Kernel-Based Learning ICML 2022
Fenrir: Physics-Enhanced Regression for Initial Value Problems ICML 2022
Sequential and Parallel Constrained Max-value Entropy Search via Information Lower Bound ICML 2022
Asymptotics of smoothed Wasserstein distances in the small noise regime NIPS 2022
Zeroth-Order Hard-Thresholding: Gradient Error vs. Expansivity NIPS 2022
Fast Algorithms for Packing Proportional Fairness and its Dual NIPS 2022