stochastic gradient

Decentralized Non-convex Stochastic Optimization with Heterogeneous Variance AAAI 2026 High-Accuracy Log-Concave Sampling with Stochastic Queries COLT 2026 Stochastic Dominance Driven First-Order Policy Optimization for Multi-Objective Reinforcement Learning UAI 2026 The Convergence Behavior of Adam under Heavy-Tailed Noise UAI 2026 Variance Reduction for Non-Log-Concave Sampling with Applications to Inverse Problems UAI 2026 AdaGrad under Anisotropic Smoothness ICLR 2025 Adaptive Non-Uniform Timestep Sampling for Accelerating Diffusion Model Training CVPR 2025 Decentralized Projected Riemannian Stochastic Recursive Momentum Method for Nonconvex Optimization AAAI 2025 Descent with Misaligned Gradients and Applications to Hidden Convexity ICLR 2025 EFSkip: A New Error Feedback with Linear Speedup for Compressed Federated Learning with Arbitrary Data Heterogeneity AAAI 2025 Finite-Time Analysis of Heterogeneous Federated Temporal Difference Learning IJCAI 2025 Functional Stochastic Gradient MCMC for Bayesian Neural Networks AISTATS 2025 Hessian-Free Online Certified Unlearning ICLR 2025 Improving Stochastic Cubic Newton with Momentum AISTATS 2025 Langevin Monte Carlo Beyond Lipschitz Gradient Continuity AAAI 2025 Regularized Rényi Divergence Minimization through Bregman Proximal Gradient Algorithms JMLR 2025 Scaffold with Stochastic Gradients: New Analysis with Linear Speed-Up ICML 2025 Scalable Bayesian Learning with posteriors ICLR 2025 SERENA: A Unified Stochastic Recursive Variance Reduced Gradient Framework for Riemannian Non-Convex Optimization ICML 2025 SOREL: A Stochastic Algorithm for Spectral Risks Minimization ICLR 2025 STIMULUS: Achieving Fast Convergence and Low Sample Complexity in Stochastic Multi-Objective Learning UAI 2025 Stochastic Smoothed Primal-Dual Algorithms for Nonconvex Optimization with Linear Inequality Constraints ICML 2025 A Bayesian Approach to Data Point Selection NeurIPS 2024 A Bregman Proximal Stochastic Gradient Method with Extrapolation for Nonconvex Nonsmooth Problems AAAI 2024 Accelerated Policy Gradient for s-rectangular Robust MDPs with Large State Spaces ICML 2024