From Score Learning to Discretized Sampling: An End-to-End Generalization Analysis of Diffusion Models

Jinshu Huang, Yiming Jiang, Chunlin Wu

Despite the empirical success of score-based diffusion models, a complete theoretical understanding of how finite-sample learning, network parameterization, and numerical discretiz…