"model faithfulness" Papers

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Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals

Patrick Altmeyer, Mojtaba Farmanbar, Arie Van Deursen et al.

AAAI 2024paperarXiv:2312.10648

Interpretability Illusions in the Generalization of Simplified Models

Dan Friedman, Andrew Lampinen, Lucas Dixon et al.

ICML 2024posterarXiv:2312.03656

Saliency strikes back: How filtering out high frequencies improves white-box explanations

Sabine Muzellec, Thomas FEL, Victor Boutin et al.

ICML 2024posterarXiv:2307.09591