conftrace_

local stochastic gradient descent

7 papers

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Also known as

LOCAL SGD

Co-occurring keywords · papers mentioning both

federated learning (3) local sgd (2) communication efficiency (2) communication complexity (2) convex optimization (2) federated averaging (1) iterate bia (1) variance analysis (1) personalized federated learning (1) functional central limit theorem (1)

Papers

Convergence of Distributed Adaptive Optimization with Local Updates ICLR 2025 Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective AISTATS 2022 Statistical Estimation and Online Inference via Local SGD COLT 2022 Federated Learning under Arbitrary Communication Patterns ICML 2021 Lower Bounds and Optimal Algorithms for Personalized Federated Learning NeurIPS 2020 Tighter Theory for Local SGD on Identical and Heterogeneous Data AISTATS 2020 Local SGD Converges Fast and Communicates Little ICLR 2019