A Monte Carlo Approach for Nonsmooth Convex Optimization via Proximal Splitting Algorithms

Nicholas Di, Eric C. Chi, Samy Wu Fung

Operator splitting algorithms are a cornerstone of modern first-order optimization, relying critically on proximal operators as their fundamental building blocks. However, explicit…