Diffusion Model for Manifold Data: Score Decomposition, Curvature, and Statistical Complexity

Zixuan Zhang, Kaixuan Huang, Tuo Zhao +2

Diffusion models have become a leading framework in generative modeling, yet their theoretical understanding -- especially for high-dimensional data concentrated on low-dimensional…