Showing 1–20 of 102 results
/ Date/ Name
Oct 5, 2015Quadratic Optimization with Orthogonality Constraints: Explicit Lojasiewicz Exponent and Linear Convergence of Line-Search MethodsAug 31, 2013Non-Asymptotic Convergence Analysis of Inexact Gradient Methods for Machine Learning Without Strong ConvexityOct 31, 2012Hardness and Approximation Results for $L_p$-Ball Constrained Homogeneous Polynomial Optimization ProblemsMay 11, 2009Fast and Near-Optimal Matrix Completion via Randomized Basis PursuitJun 26, 2020Understanding Notions of Stationarity in Non-Smooth OptimizationMay 25, 2020Boosting First-Order Methods by Shifting Objective: New Schemes with Faster Worst-Case RatesSep 30, 2021Accelerating Perturbed Stochastic Iterates in Asynchronous Lock-Free OptimizationJul 2, 2019Voting-Based Multi-Agent Reinforcement Learning for Intelligent IoTMar 12, 2019An Efficient Augmented Lagrangian Based Method for Constrained LassoSep 24, 2018Nonconvex Robust Low-rank Matrix RecoveryMar 1, 2024Lower-level Duality Based Reformulation and Majorization Minimization Algorithm for Hyperparameter OptimizationOct 28, 2022An Efficient Alternating Riemannian/Projected Gradient Descent Ascent Algorithm for Fair Principal Component AnalysisOct 11, 2022A Linearly Convergent Algorithm for Rotationally Invariant $\ell_1$-Norm Principal Component AnalysisDec 21, 2021Local Strong Convexity of Source Localization and Error Bound for Target Tracking under Time-of-Arrival MeasurementsDec 28, 2021Non-Convex Joint Community Detection and Group Synchronization via Generalized Power MethodJan 24, 2023A Stability Analysis of Fine-Tuning a Pre-Trained ModelFeb 23, 2023Testing Stationarity Concepts for ReLU Networks: Hardness, Regularity, and Robust AlgorithmsJan 22, 2024A Survey of Recent Advances in Optimization Methods for Wireless CommunicationsOct 5, 2024Computing Competitive Equilibrium for Chores: Linear Convergence and Lightweight IterationOct 31, 2024Network Games Induced Prior for Graph Topology Learning