Low-dimensional adaptation of diffusion models: Convergence in total variation

Jiadong Liang, Zhihan Huang, Yuxin Chen

This paper investigates how diffusion generative models leverage (unknown) low-dimensional structure to accelerate sampling. Focusing on two mainstream samplers -- the denoising di…