Teaching

Understanding Diffusion Models: From DDPM to Score

Undergraduate course, Sichuan University, College of Computer Science (Neural Network Design and Practice), 2026

This tutorial walks through the conceptual bridge from DDPM to score-based generative models — from maximum likelihood and energy-based models, through score matching and Langevin dynamics, to the multi-scale SDE formulation that unifies score-based models and diffusion models.