Smoothing the Score Function for Generalization in Diffusion Models: An Optimization-based Explanation Framework

Xinyu Zhou, Jiawei Zhang, Stephen J. Wright

Diffusion models achieve remarkable generation quality, yet face a fundamental challenge known as memorization, where generated samples can replicate training samples exactly. We d…