CR-VAE: Contrastive Regularization on Variational Autoencoders for Preventing Posterior Collapse

Fotios Lygerakis, Elmar Rueckert

The Variational Autoencoder (VAE) is known to suffer from the phenomenon of \textit{posterior collapse}, where the latent representations generated by the model become independent…