2025
Why Diffusion Models Don’t Memorize: The Role of Implicit Dynamical Regularization in Training
NeurIPS 2025oral
Diffusion models have achieved remarkable success across a wide range of generative tasks. A key challenge is understanding the mechanisms that prevent their memorization of training data and allow generalization. In this work, we investigate the role of the training dynamics in the transition from…