Diffusion Models Today: Score SDE Framework
Overview
This chapter presents the Score SDE framework that underpins modern diffusion models, casting the forward and reverse processes as stochastic differential equations with a matching probability-flow ODE. It covers how marginals are matched in forward and reverse time, how the model is trained and sampled, and how common SDE instantiations arise.
Chapter 4 of The Principles of Diffusion Models.