Improved Generalization Bounds of Group Invariant / Equivariant Deep Networks via Quotient Feature Spaces

Akiyoshi Sannai, Masaaki Imaizumi, Makoto Kawano

Numerous invariant (or equivariant) neural networks have succeeded in handling invariant data such as point clouds and graphs. However, a generalization theory for the neural netwo…