Theoretical guarantees for stochastic gradient Langevin dynamics

Daniel Paulin, Peter A. Whalley

We prove asymptotic bias bounds for stochastic gradient Langevin dynamics in Wasserstein distance of order two. We assume that the negative log-density is strongly convex with a Li…