Avoiding Latent Variable Collapse with Generative Skip Models.

Adji B. Dieng, Yoon Kim, Alexander M. Rush, David M. Blei

Abstract: Variational autoencoders (VAEs) learn distributions of high-dimensional data. They model data with a deep latent-variable model and then fit the model by maximizing a lower bound of the log margina...