Invariance

Evaluating the Robustness of Interpretability Methods through Explanation Invariance and Equivariance
We assess the robustness of various interpretability methods by measuring how their explanations change when applying symmetries of the model to the input features.
Jonathan Crabbé, Mihaela van der Schaar
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Evaluating the Robustness of Interpretability Methods through Explanation Invariance and Equivariance