Catastrophic Compositional Generation: Why Vanilla Diffusion Models Fail to Extrapolate

Duncan Soiffer, Chandler Squires, Yuan Guan +2

The task of compositional generation involves using a conditional generative model, trained only on a subset of the possible conditions, to produce samples from compositionally-def…