2022
Bregman Proximal Langevin Monte Carlo via Bregman-Moreau Envelopes
ICML 2022spotlight
We propose efficient Langevin Monte Carlo algorithms for sampling distributions with nonsmooth convex composite potentials, which is the sum of a continuously differentiable function and a possibly nonsmooth function. We devise such algorithms leveraging recent advances in convex analysis and optimi…