29 citations · 49 across the 6 of their papers we have counts for
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cs.LG2019★ 29 cited
A Double Residual Compression Algorithm for Efficient Distributed Learning
Xiaorui Liu, Yao Li, Jiliang Tang +1
Large-scale machine learning models are often trained by parallel stochastic gradient descent algorithms. However, the communication cost of gradient aggregation and model synchron…
math.OC2019★ 1 cited
On linear convergence of two decentralized algorithms
Yao Li, Ming Yan
Decentralized algorithms solve multi-agent problems over a connected network, where the information can only be exchanged with the accessible neighbors. Though there exist several…