A sharp convergence rate for a model equation of the asynchronous stochastic gradient descent

DOI10.4310/CMS.2021.V19.N3.A13zbMath1475.65042arXiv2001.09126OpenAlexW3158242783MaRDI QIDQ2057038

Lexing Ying, Yuhua Zhu

Publication date: 8 December 2021

Published in: Communications in Mathematical Sciences (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2001.09126

zbMATH Keywords

stochastic modified equationsdistributed learningasynchronous stochastic gradient descent

Mathematics Subject Classification ID

Numerical mathematical programming methods (65K05) Stochastic programming (90C15) Randomized algorithms (68W20) Distributed algorithms (68W15)

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