Author name: Youssef Saied, Fran\c{c}ois Fleuret

arXiv:2605.08193v2 Announce Type: replace-cross
Abstract: Normalization Equivariance (NE) is a structural prior that improves robustness to distribution shift in image-to-image tasks. A function $f$ is normalization equivariant iff $f(a y + b\mathbf{1…

arXiv:2605.08193v1 Announce Type: cross
Abstract: Normalization Equivariance (NE), equivariance to global contrast and brightness transforms, improves robustness to distribution shift in image-to-image prediction. Existing methods enforce this prior b…