PID-controlled Langevin Dynamics for Faster Sampling of Generative Models

Hongyi Chen, Jianhai Shu, Jingtao Ding +2

Langevin dynamics sampling suffers from extremely low generation speed, fundamentally limited by numerous fine-grained iterations to converge to the target distribution. We introdu…