convergence analysis

Revisit last-iterate convergence of mSGD under milder requirement on step size NeurIPS 2022 Reward-Weighted Regression Converges to a Global Optimum AAAI 2022 Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective AISTATS 2022 Taming Fat-Tailed (“Heavier-Tailed” with Potentially Infinite Variance) Noise in Federated Learning NeurIPS 2022 The Dynamics of Riemannian Robbins-Monro Algorithms COLT 2022 The Role of Baselines in Policy Gradient Optimization NeurIPS 2022 Three rates of convergence or separation via U-statistics in a dependent framework JMLR 2022 Three-stage Evolution and Fast Equilibrium for SGD with Non-degerate Critical Points ICML 2022 Tight Analysis of Extra-gradient and Optimistic Gradient Methods For Nonconvex Minimax Problems NeurIPS 2022 Towards Understanding Biased Client Selection in Federated Learning AISTATS 2022 Trajectory of Mini-Batch Momentum: Batch Size Saturation and Convergence in High Dimensions NeurIPS 2022 Understanding Clipping for Federated Learning: Convergence and Client-Level Differential Privacy ICML 2022 Understanding the unstable convergence of gradient descent ICML 2022 Will Bilevel Optimizers Benefit from Loops NeurIPS 2022 Accelerated Concurrent Learning Algorithms via Data-Driven Hybrid Dynamics and Nonsmooth ODEs L4DC 2021 Achieving Linear Speedup with Partial Worker Participation in Non-IID Federated Learning ICLR 2021 A Comprehensively Tight Analysis of Gradient Descent for PCA NeurIPS 2021 A Convergence Analysis of Gradient Descent on Graph Neural Networks NeurIPS 2021 Alternating Direction Method of Multipliers for Quantization AISTATS 2021 An Inertial Newton Algorithm for Deep Learning JMLR 2021 An Optimistic Acceleration of AMSGrad for Nonconvex Optimization ACML 2021 Approximate Midpoint Policy Iteration for Linear Quadratic Control L4DC 2021 Approximate Newton Methods JMLR 2021 A Unified Convergence Analysis for Shuffling-Type Gradient Methods JMLR 2021 Bilevel Optimization: Convergence Analysis and Enhanced Design ICML 2021