Posterior Collapse and Latent Variable Non-identifiability

Yixin Wang, David M. Blei, John P. Cunningham

Variational autoencoders model high-dimensional data by positing low-dimensional latent variables that are mapped through a flexible distribution parametrized by a neural network.…