Inducing Interpretable Representations with Variational Autoencoders

N. Siddharth, Brooks Paige, Alban Desmaison +5

We develop a framework for incorporating structured graphical models in the \emph{encoders} of variational autoencoders (VAEs) that allows us to induce interpretable representation…