Milton L. Montero

Lost in Latent Space: Examining failures of disentangled models at combinatorial generalisation

Recent research has shown that generative models with highly disentangled representations fail to generalise to unseen combination of generative factor values. These findings contradict earlier research which showed improved performance in out-of-training distribution settings when compared to entan…