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20172023
most citedAdversarial training in communication constrained federated learning

16 citations · 28 across the 6 of their papers we have counts for

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stat.ML2018

Slow and Stale Gradients Can Win the Race: Error-Runtime Trade-offs in Distributed SGD

Sanghamitra Dutta, Gauri Joshi, Soumyadip Ghosh +2

Distributed Stochastic Gradient Descent (SGD) when run in a synchronous manner, suffers from delays in waiting for the slowest learners (stragglers). Asynchronous methods can allev…