Tag: equivariance

Symmetry and Generalisation in Machine Learning arXiv:2501.03858v1 Announce Type: cross Abstract: This work is about understanding the impact of invariance and equivariance on generalisation in supervised learning. We use the perspective afforded by an averaging operator to show that for any predictor that is not equivariant, there is an equivariant predictor with strictly lower test…