9 citations · 24 across the 13 of their papers we have counts for
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cs.LG2021★ 1 cited
A Proximal Algorithm for Sampling from Non-smooth Potentials
Jiaming Liang, Yongxin Chen
In this work, we examine sampling problems with non-smooth potentials. We propose a novel Markov chain Monte Carlo algorithm for sampling from non-smooth potentials. We provide a n…
math.OC2021
A unified analysis of a class of proximal bundle methods for solving hybrid convex composite optimization problems
Jiaming Liang, Renato D. C. Monteiro
This paper presents a proximal bundle (PB) framework based on a generic bundle update scheme for solving the hybrid convex composite optimization (HCCO) problem and establishes a c…
math.OC2021
Average Curvature FISTA for Nonconvex Smooth Composite Optimization Problems
Jiaming Liang, Renato D. C. Monteiro
A previous authors' paper introduces an accelerated composite gradient (ACG) variant, namely AC-ACG, for solving nonconvex smooth composite optimization (N-SCO) problems. In contra…