82 citations · 181 across the 16 of their papers we have counts for
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cs.LG2020★ 65 cited
FetchSGD: Communication-Efficient Federated Learning with Sketching
Daniel Rothchild, Ashwinee Panda, Enayat Ullah +5
Existing approaches to federated learning suffer from a communication bottleneck as well as convergence issues due to sparse client participation. In this paper we introduce a nove…
cs.LG2020★ 2 cited
Private Stochastic Convex Optimization: Efficient Algorithms for Non-smooth Objectives
Raman Arora, Teodor V. Marinov, Enayat Ullah
In this paper, we revisit the problem of private stochastic convex optimization. We propose an algorithm based on noisy mirror descent, which achieves optimal rates both in terms o…