753 citations · 5.3k across the 110 of their papers we have counts for
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cs.LG2017★ 1 cited
Variance-Reduced Stochastic Learning by Networked Agents under Random Reshuffling
Kun Yuan, Bicheng Ying, Jiageng Liu +1
A new amortized variance-reduced gradient (AVRG) algorithm was developed in \cite{ying2017convergence}, which has constant storage requirement in comparison to SAGA and balanced gr…
cs.LG2017★ 12 cited
Variance-Reduced Stochastic Learning under Random Reshuffling
Bicheng Ying, Kun Yuan, Ali H. Sayed
Several useful variance-reduced stochastic gradient algorithms, such as SVRG, SAGA, Finito, and SAG, have been proposed to minimize empirical risks with linear convergence properti…