11 citations · 23 across the 9 of their papers we have counts for
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cs.LG2020★ 4 cited
New Bounds For Distributed Mean Estimation and Variance Reduction
Peter Davies, Vijaykrishna Gurunathan, Niusha Moshrefi +2
We consider the problem of distributed mean estimation (DME), in which machines are each given a local -dimensional vector , and must cooperate to esti…
cs.LG2020★ 7 cited
Elastic Consistency: A General Consistency Model for Distributed Stochastic Gradient Descent
Giorgi Nadiradze, Ilia Markov, Bapi Chatterjee +2
Machine learning has made tremendous progress in recent years, with models matching or even surpassing humans on a series of specialized tasks. One key element behind the progress…