stochastic optimization

A Single-Timescale Method for Stochastic Bilevel Optimization AISTATS 2022 A Stochastic Bundle Method for Interpolation JMLR 2022 A Stochastic Linearized Augmented Lagrangian Method for Decentralized Bilevel Optimization NeurIPS 2022 A Stochastic Momentum Accelerated Quasi-Newton Method for Neural Networks (Student Abstract) AAAI 2022 A Unified Convergence Theorem for Stochastic Optimization Methods NeurIPS 2022 A Unifying Framework for Variance-Reduced Algorithms for Findings Zeroes of Monotone operators JMLR 2022 BandMaxSAT: A Local Search MaxSAT Solver with Multi-armed Bandit IJCAI 2022 Batch-Size Independent Regret Bounds for Combinatorial Semi-Bandits with Probabilistically Triggered Arms or Independent Arms NeurIPS 2022 Between Stochastic and Adversarial Online Convex Optimization: Improved Regret Bounds via Smoothness NeurIPS 2022 Bridging Differential Privacy and Byzantine-Robustness via Model Aggregation IJCAI 2022 Bring Your Own Algorithm for Optimal Differentially Private Stochastic Minimax Optimization NeurIPS 2022 Calibrated Data-Dependent Constraints with Exact Satisfaction Guarantees NeurIPS 2022 Clipped Stochastic Methods for Variational Inequalities with Heavy-Tailed Noise NeurIPS 2022 Communication-Efficient Adaptive Federated Learning ICML 2022 Compositional Training for End-to-End Deep AUC Maximization ICLR 2022 Computationally Efficient Horizon-Free Reinforcement Learning for Linear Mixture MDPs NeurIPS 2022 Constrained Stochastic Nonconvex Optimization with State-dependent Markov Data NeurIPS 2022 Convergence and Stability of the Stochastic Proximal Point Algorithm with Momentum L4DC 2022 Coordinate Descent on the Orthogonal Group for Recurrent Neural Network Training AAAI 2022 Decentralized Gossip-Based Stochastic Bilevel Optimization over Communication Networks NeurIPS 2022 Decentralized Local Stochastic Extra-Gradient for Variational Inequalities NeurIPS 2022 Delay-Adaptive Step-sizes for Asynchronous Learning ICML 2022 Dimension-free Complexity Bounds for High-order Nonconvex Finite-sum Optimization ICML 2022 Doubly Sparse Asynchronous Learning for Stochastic Composite Optimization IJCAI 2022 Dynamics of SGD with Stochastic Polyak Stepsizes: Truly Adaptive Variants and Convergence to Exact Solution NeurIPS 2022