cs.DC, cs.LG, math.OC

Birch SGD: A Tree Graph Framework for Local and Asynchronous SGD Methods

arXiv:2505.09218v3 Announce Type: replace
Abstract: We propose a new unifying framework, Birch SGD, for analyzing and designing distributed SGD methods. The central idea is to represent each method as a weighted directed tree, referred to as a computa…