Lost in Latent Space: Disentangled Models and the Challenge of Combinatorial Generalisation

Milton L. Montero, Jeffrey S. Bowers, Rui Ponte Costa +2

Recent research has shown that generative models with highly disentangled representations fail to generalise to unseen combination of generative factor values. These findings contr…