A Unified Kullback--Leibler Divergence Analysis of Generative Diffusion Models via Entropy Production Rate

Han Wu, Zhiwen Zhang

We introduce a unified framework for the error analysis of generative models based on the entropy production rate of the forward-reverse diffusion process pair. For a pair of conti…