conftrace_

local stochastic gradient descent

5 papers

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Also known as

LOCAL SGD

Co-occurring keywords

federated learning (1333) local sgd (17) federated averaging (12) iterate bia (1) variance analysis (31) personalized federated learning (50) functional central limit theorem (2) heterogeneous client (8) random scaling (2) stochastic differential equation (181)

Papers

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 NIPS 2020
Tighter Theory for Local SGD on Identical and Heterogeneous Data AISTATS 2020