Kumar Kshitij Patel | DeepAI

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H. Brendan McMahan
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Blake Woodworth
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Aymeric Dieuleveut
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Brian Bullins
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Zhen Dai
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research

∙ 10/07/2021

A Stochastic Newton Algorithm for Distributed Convex Optimization

We propose and analyze a stochastic Newton algorithm for homogeneous dis...

0 Brian Bullins, et al. ∙

research

∙ 06/08/2020

Minibatch vs Local SGD for Heterogeneous Distributed Learning

We analyze Local SGD (aka parallel or federated SGD) and Minibatch SGD i...

0 Blake Woodworth, et al. ∙

research

∙ 02/18/2020

Is Local SGD Better than Minibatch SGD?

We study local SGD (also known as parallel SGD and federated averaging),...

5 Blake Woodworth, et al. ∙

research

∙ 04/25/2019

Communication trade-offs for synchronized distributed SGD with large step size

Synchronous mini-batch SGD is state-of-the-art for large-scale distribut...

0 Kumar Kshitij Patel, et al. ∙