Concentration Properties of the Langevin Algorithm's Stationary Distribution for Convex and Strongly Convex Potentials

This note proves that for any reasonable step size, the stationary distribution of the Langevin Algorithm exhibits sub-exponential concentration for convex potentials and sub-Gaussian concentration for strongly convex potentials.