16 citations · 28 across the 5 of their papers we have counts for
Showing math.OCShow all
2 papers · 1 filter
math.OC2018
Asynchronous Stochastic Composition Optimization with Variance Reduction
Shuheng Shen, Linli Xu, Jingchang Liu +2
Composition optimization has drawn a lot of attention in a wide variety of machine learning domains from risk management to reinforcement learning. Existing methods solving the com…
math.OC2016
Make Workers Work Harder: Decoupled Asynchronous Proximal Stochastic Gradient Descent
Yitan Li, Linli Xu, Xiaowei Zhong +1
Asynchronous parallel optimization algorithms for solving large-scale machine learning problems have drawn significant attention from academia to industry recently. This paper prop…