Score Shocks: The Burgers Equation Structure of Diffusion Generative Models

Krisanu Sarkar

We analyze the score field of a diffusion generative model through a Burgers-type evolution law. For VE diffusion, the heat-evolved data density implies that the score obeys viscou…