stochastic algorithm

Fine-grained Analysis and Faster Algorithms for Iteratively Solving Linear Systems JMLR 2025 An Efficient Stochastic Algorithm for Decentralized Nonconvex-Strongly-Concave Minimax Optimization AISTATS 2024 Generalization of Hamiltonian algorithms NeurIPS 2024 Large-Scale Non-convex Stochastic Constrained Distributionally Robust Optimization AAAI 2024 Single-Loop Stochastic Algorithms for Difference of Max-Structured Weakly Convex Functions NeurIPS 2024 Zeroth-Order Methods for Constrained Nonconvex Nonsmooth Stochastic Optimization ICML 2024 Bilevel Optimization with Coupled Decision-Dependent Distributions ICML 2023 Non-Smooth Weakly-Convex Finite-sum Coupled Compositional Optimization NeurIPS 2023 Asymptotic Study of Stochastic Adaptive Algorithms in Non-convex Landscape JMLR 2022 Faster Stochastic Algorithms for Minimax Optimization under Polyak-{\L}ojasiewicz Condition NeurIPS 2022 An Online Riemannian PCA for Stochastic Canonical Correlation Analysis NeurIPS 2021 A novel notion of barycenter for probability distributions based on optimal weak mass transport NeurIPS 2021 Observation-Free Attacks on Stochastic Bandits NeurIPS 2021 Robust Graph Embedding with Noisy Link Weights AISTATS 2019 Robust Optimization over Multiple Domains AAAI 2019 Extracting Job Title Hierarchy from Career Trajectories: A Bayesian Perspective IJCAI 2018 Stochastic algorithms for entropy-regularized optimal transport problems AISTATS 2018 Stochastic Wasserstein Barycenters ICML 2018 Towards More Efficient Stochastic Decentralized Learning: Faster Convergence and Sparse Communication ICML 2018 Bregman Divergence for Stochastic Variance Reduction: Saddle-Point and Adversarial Prediction NeurIPS 2017 A Comprehensive Linear Speedup Analysis for Asynchronous Stochastic Parallel Optimization from Zeroth-Order to First-Order NeurIPS 2016 Fast Stochastic Algorithms for SVD and PCA: Convergence Properties and Convexity ICML 2016 Un-regularizing: approximate proximal point and faster stochastic algorithms for empirical risk minimization ICML 2015