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

Akiyoshi Sannai, Masaaki Imaizumi, Makoto Kawano. Improved generalization bounds of group invariant / equivariant deep networks via quotient feature spaces. In Cassio P. de Campos, Marloes H. Maathuis, Erik Quaeghebeur, editors, Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, UAI 2021, Virtual Event, 27-30 July 2021. Volume 161 of Proceedings of Machine Learning Research, pages 771-780, AUAI Press, 2021. [doi]

Abstract

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