conftrace_

stochastic algorithm

21 papers

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Co-occurring keywords

stochastic optimization (1060) convex optimization (1321) gradient descent (1144) optimal transport (948) non-convex optimization (547) robust optimization (307) wasserstein barycenter (46) convergence rate (607) condition number (43) probability distribution (265)

Papers

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