Covariate-informed Representation Learning to Prevent Posterior Collapse of iVAE

Young-geun Kim, Ying Liu, Xuexin Wei

The recently proposed identifiable variational autoencoder (iVAE) framework provides a promising approach for learning latent independent components (ICs). iVAEs use auxiliary cova…