Why Diffusion Models Don’t Memorize: The Role of Implicit Dynamical Regularization in Training
NeurIPSOral2025
TL;DR
Implicit dynamical regularization during training gives diffusion models a generalization window that widens with the training set size, so stopping within this window prevents memorization.
Opening excerpt from the authors’ abstract. source
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Topics
generalization diffusion