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10/07/2021
A Stochastic Newton Algorithm for Distributed Convex Optimization
We propose and analyze a stochastic Newton algorithm for homogeneous dis...
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06/08/2020
Minibatch vs Local SGD for Heterogeneous Distributed Learning
We analyze Local SGD (aka parallel or federated SGD) and Minibatch SGD i...
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02/18/2020
Is Local SGD Better than Minibatch SGD?
We study local SGD (also known as parallel SGD and federated averaging),...
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04/25/2019
