Tag: memorization

Provable Separations between Memorization and Generalization in Diffusion Models arXiv:2511.03202v1 Announce Type: new Abstract: Diffusion models have achieved remarkable success across diverse domains, but they remain vulnerable to memorization — reproducing training data rather than generating novel outputs. This not only limits their creative potential but also raises concerns about privacy and safety. While empirical…