23 citations · 76 across the 15 of their papers we have counts for
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cs.DS2019
Graph Sparsification for Derandomizing Massively Parallel Computation with Low Space
Artur Czumaj, Peter Davies, Merav Parter
The Massively Parallel Computation (MPC) model is an emerging model which distills core aspects of distributed and parallel computation. It has been developed as a tool to solve (t…
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…