A sharp uniform-in-time error estimate for Stochastic Gradient Langevin Dynamics

Lei Li, Yuliang Wang

We establish a sharp uniform-in-time error estimate for the Stochastic Gradient Langevin Dynamics (SGLD), which is a widely-used sampling algorithm. Under mild assumptions, we obta…