convergence rate

On the O(sqrt(d)/T^(1/4)) Convergence Rate of RMSProp and Its Momentum Extension Measured by l_1 Norm JMLR 2025 On the Tension between Byzantine Robustness and No-Attack Accuracy in Distributed Learning ICML 2025 OPTAMI: Global Superlinear Convergence of High-order Methods ICLR 2025 Optimal Non-Asymptotic Rates of Value Iteration for Average-Reward Markov Decision Processes ICLR 2025 Optimizing $(L_0, L_1)$-Smooth Functions by Gradient Methods ICLR 2025 Parallel Simulation for Log-concave Sampling and Score-based Diffusion Models ICML 2025 Power Mean Estimation in Stochastic Continuous Monte-Carlo Tree Search ICML 2025 Projection Pursuit Density Ratio Estimation ICML 2025 Proper losses regret at least 1/2-order JMLR 2025 PSMGD: Periodic Stochastic Multi-Gradient Descent for Fast Multi-Objective Optimization AAAI 2025 Reducing Variance of Stochastic Optimization for Approximating Nash Equilibria in Normal-Form Games ICML 2025 Revisiting a Design Choice in Gradient Temporal Difference Learning ICLR 2025 Revisiting Convergence: Shuffling Complexity Beyond Lipschitz Smoothness ICML 2025 Revisiting LocalSGD and SCAFFOLD: Improved Rates and Missing Analysis AISTATS 2025 Revisit Micro-batch Clipping: Adaptive Data Pruning via Gradient Manipulation ICLR 2025 SGD with memory: fundamental properties and stochastic acceleration ICLR 2025 Sharpness-Aware Black-Box Optimization ICLR 2025 Sketch-and-Project Meets Newton Method: Global $O(1/k^2)$ Convergence with Low-Rank Updates AISTATS 2025 STIMULUS: Achieving Fast Convergence and Low Sample Complexity in Stochastic Multi-Objective Learning UAI 2025 Stochastic Gradient Descent for Bézier Simplex Representation of Pareto Set in Multi-Objective Optimization AISTATS 2025 The Crucial Role of Samplers in Online Direct Preference Optimization ICLR 2025 The Pivoting Framework: Frank-Wolfe Algorithms with Active Set Size Control AISTATS 2025 Tight Analysis of Difference-of-Convex Algorithm (DCA) Improves Convergence Rates for Proximal Gradient Descent AISTATS 2025 Understanding Expert Structures on Minimax Parameter Estimation in Contaminated Mixture of Experts AISTATS 2025 VFOSA: Variance-Reduced Fast Operator Splitting Algorithms for Generalized Equations JMLR 2025