To Augment or Not to Augment? Diagnosing Distributional Symmetry Breaking

Hannah Lawrence, Elyssa Hofgard, Vasco Portilheiro +3

Symmetry-aware methods for machine learning, such as data augmentation and equivariant architectures, encourage correct model behavior on all transformations (e.g. rotations or per…