23 citations · 76 across the 15 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.LG2019★ 23 cited
Asynchronous Decentralized SGD with Quantized and Local Updates
Giorgi Nadiradze, Amirmojtaba Sabour, Peter Davies +2
Decentralized optimization is emerging as a viable alternative for scalable distributed machine learning, but also introduces new challenges in terms of synchronization costs. To t…