Interaction Asymmetry: A General Principle for Learning Composable Abstractions

Jack Brady, Julius von Kügelgen, Sébastien Lachapelle +3

Learning disentangled representations of concepts and re-composing them in unseen ways is crucial for generalizing to out-of-domain situations. However, the underlying properties o…