Mathematical Foundation of Interpretable Equivariant Surrogate Models

Jacopo Joy Colombini, Filippo Bonchi, Francesco Giannini +3

This paper introduces a rigorous mathematical framework for neural network explainability, and more broadly for the explainability of equivariant operators called Group Equivariant…