Quanhan Xi

Indeterminacy in Generative Models: Characterization and Strong Identifiability

Most modern probabilistic generative models, such as the variational autoencoder (VAE), have certain indeterminacies that are unresolvable even with an infinite amount of data. Different tasks tolerate different indeterminacies, however recent applications have indicated the need for strongly identi…