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Stochastic Methods

2788 directly classified papers

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Papers

Almost Cost-Free Communication in Federated Best Arm Identification AAAI 2023
Transformer-based Stagewise Decomposition for Large-Scale Multistage Stochastic Optimization ICML 2023
Optimistic Whittle Index Policy: Online Learning for Restless Bandits AAAI 2023
Stochastic Gradient Succeeds for Bandits ICML 2023
A Fully First-Order Method for Stochastic Bilevel Optimization ICML 2023
Statistical Inference and A/B Testing for First-Price Pacing Equilibria ICML 2023
Multi-Unit Auctions for Allocating Chance-Constrained Resources AAAI 2023
Lottery Tickets in Evolutionary Optimization: On Sparse Backpropagation-Free Trainability ICML 2023
Double Doubly Robust Thompson Sampling for Generalized Linear Contextual Bandits AAAI 2023
Echo of Neighbors: Privacy Amplification for Personalized Private Federated Learning with Shuffle Model AAAI 2023
Farsighted Probabilistic Sampling: A General Strategy for Boosting Local Search MaxSAT Solvers AAAI 2023
Ewald-based Long-Range Message Passing for Molecular Graphs ICML 2023
Speeding Up Bellman Ford via Minimum Violation Permutations ICML 2023
Action Matching: Learning Stochastic Dynamics from Samples ICML 2023
Bayesian Optimization-Based Combinatorial Assignment AAAI 2023
Fast Objective & Duality Gap Convergence for Non-Convex Strongly-Concave Min-Max Problems with PL Condition JMLR 2023
Efficient displacement convex optimization with particle gradient descent ICML 2023
Tighter Lower Bounds for Shuffling SGD: Random Permutations and Beyond ICML 2023
Top-k data selection via distributed sample quantile inference L4DC 2023
Heavy-tailed linear bandit with Huber regression UAI 2023
On a Voter Model with Context-Dependent Opinion Adoption IJCAI 2023
On the Role of Memory in Robust Opinion Dynamics IJCAI 2023
A Fast Algorithm for Computing Prefix Probabilities ACL 2023
On Error and Compression Rates for Prototype Rules AAAI 2023
Heuristic Search for Multi-Objective Probabilistic Planning AAAI 2023