Disentanglement as Identifiable Pushforward Factorisation

Carl Allen

We characterise disentanglement in smooth generative pushforward models, such as in VAEs and GANs. For a generator/decoder $g:Z\to X$ and factorised prior $p(z)={\prod }_i{p}_i(z_i)$,…