2026
Optimal Statistical Guarantees for Diffusion Models on Low-Dimensional, Multi-Modal Data
ICML 2026poster
Score-based diffusion models have demonstrated remarkable empirical success in learning high-dimensional distributions, particularly those exhibiting low-dimensional and multi-modal structures. However, theoretical understanding of their statistical efficiency remains limited. Existing theories typi…