Improved generalization bounds of group invariant / equivariant deep networks via quotient feature spaces

Akiyoshi Sannai, Masaaki Imaizumi, Makoto Kawano

Abstract: Numerous invariant (or equivariant) neural networks have succeeded in handling the invariant data such as point clouds and graphs. However, a generalization theory for the neural networks has not b...