AI RESEARCH
Birch SGD: A Tree Graph Framework for Local and Asynchronous SGD Methods
arXiv CS.LG
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ArXi:2505.09218v3 Announce Type: replace 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 computation tree. Leveraging this representation, we