CountsDiff: A Diffusion Model on the Natural Numbers for Generation and Imputation of Count-Based Data

Renzo G. Soatto, Anders Hoel, Greycen Ren +5

Diffusion models have excelled at generative tasks for both continuous and token-based domains, but their application to discrete ordinal data remains underdeveloped. We present Co…