2021
Provably Strict Generalisation Benefit for Equivariant Models
ICML 2021spotlight
It is widely believed that engineering a model to be invariant/equivariant improves generalisation. Despite the growing popularity of this approach, a precise characterisation of the generalisation benefit is lacking. By considering the simplest case of linear models, this paper provides the first p…