Losing dimensions: Geometric memorization in generative diffusion

Beatrice Achilli, Enrico Ventura, Gianluigi Silvestri +5

Diffusion models power leading generative AI, but when and how they memorize training data, especially on low-dimensional manifolds, remains unclear. We find memorization emerges g…