stochastic optimization

MDPGT: Momentum-Based Decentralized Policy Gradient Tracking AAAI 2022 Minimax Optimal Algorithms for Fixed-Budget Best Arm Identification NeurIPS 2022 Minimization by Incremental Stochastic Surrogate Optimization for Large Scale Nonconvex Problems ALT 2022 Momentum Accelerates the Convergence of Stochastic AUPRC Maximization AISTATS 2022 Multi-Agent Online Optimization with Delays: Asynchronicity, Adaptivity, and Optimism JMLR 2022 Multi-block Min-max Bilevel Optimization with Applications in Multi-task Deep AUC Maximization NeurIPS 2022 Multi-block-Single-probe Variance Reduced Estimator for Coupled Compositional Optimization NeurIPS 2022 Multi-Fidelity Best-Arm Identification NeurIPS 2022 NysADMM: faster composite convex optimization via low-rank approximation ICML 2022 Online Learning for Min Sum Set Cover and Pandora’s Box ICML 2022 Online Learning with Knapsacks: the Best of Both Worlds ICML 2022 On the Global Optimum Convergence of Momentum-based Policy Gradient AISTATS 2022 Optimal Algorithms for Decentralized Stochastic Variational Inequalities NeurIPS 2022 Optimal Algorithms for Stochastic Multi-Level Compositional Optimization ICML 2022 Optimization for Classical Machine Learning Problems on the GPU AAAI 2022 Particle Stochastic Dual Coordinate Ascent: Exponential convergent algorithm for mean field neural network optimization ICLR 2022 Personalization Improves Privacy-Accuracy Tradeoffs in Federated Learning ICML 2022 Primal-Dual Stochastic Mirror Descent for MDPs AISTATS 2022 Provable Stochastic Optimization for Global Contrastive Learning: Small Batch Does Not Harm Performance ICML 2022 ProxSkip: Yes! Local Gradient Steps Provably Lead to Communication Acceleration! Finally! ICML 2022 Reinforcement Learning with Stochastic Reward Machines AAAI 2022 Revisiting Optimal Convergence Rate for Smooth and Non-convex Stochastic Decentralized Optimization NeurIPS 2022 Rotting Infinitely Many-Armed Bandits ICML 2022 Runtime Analysis of Single- and Multi-Objective Evolutionary Algorithms for Chance Constrained Optimization Problems with Normally Distributed Random Variables IJCAI 2022 Safe Learning in Tree-Form Sequential Decision Making: Handling Hard and Soft Constraints ICML 2022