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Explanation Fidelity Evaluation

Evaluation of explanation fidelity with respect to the underlying model.

Papers

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Showing 1–7 of 7 papers

Title	Date	Tasks	Status	Hype
SAME: Uncovering GNN Black Box with Structure-aware Shapley-based Multipiece Explanations	Sep 21, 2023	Explanation Fidelity Evaluation	CodeCode Available	1
Towards Better Understanding Attribution Methods	May 20, 2022	Explainable artificial intelligenceExplanation Fidelity Evaluation	CodeCode Available	1
Improving Interpretability via Regularization of Neural Activation Sensitivity	Nov 16, 2022	Adversarial RobustnessExplanation Fidelity Evaluation	—Unverified	0
Can local explanation techniques explain linear additive models?	Sep 19, 2023	Additive modelsExplanation Fidelity Evaluation	CodeCode Available	0
Meaningful Data Sampling for a Faithful Local Explanation Method	Oct 18, 2019	Explainable artificial intelligenceExplanation Fidelity Evaluation	CodeCode Available	0
EXPLAN: Explaining Black-box Classifiers using Adaptive Neighborhood Generation	Jul 19, 2020	Explainable artificial intelligenceExplainable Models	CodeCode Available	0
Developing a Fidelity Evaluation Approach for Interpretable Machine Learning	Jun 16, 2021	BIG-bench Machine LearningExplainable Artificial Intelligence (XAI)	CodeCode Available	0

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