How Compositional Generalization and Creativity Improve as Diffusion Models are Trained

Alessandro Favero, Antonio Sclocchi, Francesco Cagnetta +2

Natural data is often organized as a hierarchical composition of features. How many samples do generative models need in order to learn the composition rules, so as to produce a co…