462 citations · 1.7k across the 50 of their papers we have counts for
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math.OC2018★ 10 cited
Walkman: A Communication-Efficient Random-Walk Algorithm for Decentralized Optimization
Xianghui Mao, Kun Yuan, Yubin Hu +3
This paper addresses consensus optimization problems in a multi-agent network, where all agents collaboratively find a minimizer for the sum of their private functions. We develop…
cs.IT2018★ 5 cited
Rigorous Restricted Isometry Property of Low-Dimensional Subspaces
Gen Li, Qinghua Liu, Yuantao Gu
Dimensionality reduction is in demand to reduce the complexity of solving large-scale problems with data lying in latent low-dimensional structures in machine learning and computer…