Disentangling Disentanglement in Variational Autoencoders

Emile Mathieu, Tom Rainforth, N. Siddharth +1

We develop a generalisation of disentanglement in VAEs---decomposition of the latent representation---characterising it as the fulfilment of two factors: a) the latent encodings of…