Differentiable Sampling of Categorical Distributions Using the CatLog-Derivative Trick

Lennert De Smet, Emanuele Sansone, Pedro Zuidberg Dos Martires

Categorical random variables can faithfully represent the discrete and uncertain aspects of data as part of a discrete latent variable model. Learning in such models necessitates t…