A Geometric Perspective on Variational Autoencoders

Clément Chadebec, Stéphanie Allassonnière

This paper introduces a new interpretation of the Variational Autoencoder framework by taking a fully geometric point of view. We argue that vanilla VAE models unveil naturally a R…