Isolating Sources of Disentanglement in Variational Autoencoders

Ricky T. Q. Chen, Xuechen Li, Roger Grosse +1

We decompose the evidence lower bound to show the existence of a term measuring the total correlation between latent variables. We use this to motivate our $\beta$-TCVAE (Total Correla…