Identifiability of deep generative models without auxiliary information

Bohdan Kivva, Goutham Rajendran, Pradeep Ravikumar +1

We prove identifiability of a broad class of deep latent variable models that (a) have universal approximation capabilities and (b) are the decoders of variational autoencoders tha…