908 citations · 918 across the 17 of their papers we have counts for
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cs.LG2016★ 908 cited
QSGD: Communication-Efficient SGD via Gradient Quantization and Encoding
Dan Alistarh, Demjan Grubic, Jerry Li +2
Parallel implementations of stochastic gradient descent (SGD) have received significant research attention, thanks to excellent scalability properties of this algorithm, and to its…
cs.DS2016
Submodular Maximization using Test Scores
Shreyas Sekar, Milan Vojnovic, Se-Young Yun
We study the canonical problem of maximizing a stochastic submodular function subject to a cardinality constraint, where the goal is to select a subset from a ground set of items w…