convergence rate

Asynchronous Decentralized Optimization with Constraints: Achievable Speeds of Convergence for Directed Graphs AISTATS 2025 Automatic Differentiation of Optimization Algorithms with Time-Varying Updates ICML 2025 Bilevel Reinforcement Learning via the Development of Hyper-gradient without Lower-Level Convexity AISTATS 2025 Bridging Multiple Worlds: Multi-marginal Optimal Transport for Causal Partial-identification Problem AISTATS 2025 Broadening Target Distributions for Accelerated Diffusion Models via a Novel Analysis Approach ICLR 2025 Classic but Everlasting: Traditional Gradient-Based Algorithms Converge Fast Even in Time-Varying Multi-Player Games ICLR 2025 Computing Quasi-Nash Equilibria via Gradient-Response Schemes L4DC 2025 Constant Stepsize Local GD for Logistic Regression: Acceleration by Instability ICML 2025 Convergence Rate in a Nonlinear Two-Time-Scale Stochastic Approximation with State (Time)-Dependence AAAI 2025 Distributed Event-Based Learning via ADMM ICML 2025 Do Stochastic, Feel Noiseless: Stable Stochastic Optimization via a Double Momentum Mechanism ICLR 2025 Efficient Curvature-Aware Hypergradient Approximation for Bilevel Optimization ICML 2025 Efficient Duple Perturbation Robustness in Low-rank MDPs L4DC 2025 Enhancing Parallelism in Decentralized Stochastic Convex Optimization ICML 2025 Error bounds for particle gradient descent, and extensions of the log-Sobolev and Talagrand inequalities JMLR 2025 Faster Convergence of Riemannian Stochastic Gradient Descent with Increasing Batch Size ACML 2025 Faster Stochastic Optimization with Arbitrary Delays via Adaptive Asynchronous Mini-Batching ICML 2025 Finite-Time Analysis of Discrete-Time Stochastic Interpolants ICML 2025 Flow matching achieves almost minimax optimal convergence ICLR 2025 From Logistic Regression to the Perceptron Algorithm: Exploring Gradient Descent with Large Step Sizes AAAI 2025 FSL-SAGE: Accelerating Federated Split Learning via Smashed Activation Gradient Estimation ICML 2025 Generalization Performance of Ensemble Clustering: From Theory to Algorithm ICML 2025 Generalized multi-view model: Adaptive density estimation under low-rank constraints JMLR 2025 Generalized Smooth Bilevel Optimization with Nonconvex Lower-Level ICML 2025 Geometric Median (GM) Matching for Robust k-Subset Selection from Noisy Data ICML 2025