587 citations · 651 across the 3 of their papers we have counts for
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cs.DC2019★ 587 cited
Machine Learning at the Wireless Edge: Distributed Stochastic Gradient Descent Over-the-Air
Mohammad Mohammadi Amiri, Deniz Gunduz
We study federated machine learning (ML) at the wireless edge, where power- and bandwidth-limited wireless devices with local datasets carry out distributed stochastic gradient des…
cs.DC2018★ 64 cited
Computation Scheduling for Distributed Machine Learning with Straggling Workers
Mohammad Mohammadi Amiri, Deniz Gunduz
We study scheduling of computation tasks across n workers in a large scale distributed learning problem with the help of a master. Computation and communication delays are assumed…