353 citations · 1k across the 59 of their papers we have counts for
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math.OC2020★ 4 cited
A Fast Stochastic Plug-and-Play ADMM for Imaging Inverse Problems
Junqi Tang, Mike Davies
In this work we propose an efficient stochastic plug-and-play (PnP) algorithm for imaging inverse problems. The PnP stochastic gradient descent methods have been recently proposed…
math.OC2020★ 11 cited
SPRING: A fast stochastic proximal alternating method for non-smooth non-convex optimization
Derek Driggs, Junqi Tang, Jingwei Liang +2
We introduce SPRING, a novel stochastic proximal alternating linearized minimization algorithm for solving a class of non-smooth and non-convex optimization problems. Large-scale i…