Categorical Normalizing Flows via Continuous Transformations

Phillip Lippe, Efstratios Gavves

Abstract: Despite their popularity, to date, the application of normalizing flows on categorical data stays limited. The current practice of using dequantization to map discrete data to a continuous space is...