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Counterfactual Explanation

Returns a contrastive argument that permits to achieve the desired class, e.g., “to obtain this loan, you need XXX of annual revenue instead of the current YYY”

Papers

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Showing 151–160 of 177 papers

TitleStatusHype
Info-CELS: Informative Saliency Map Guided Counterfactual Explanation—0
Integrating Prior Knowledge in Post-hoc Explanations—0
Interpretability and Explainability: A Machine Learning Zoo Mini-tour—0
Leveraging counterfactual concepts for debugging and improving CNN model performance—0
Towards LLM-guided Causal Explainability for Black-box Text Classifiers—0
Mining Action Rules for Defect Reduction Planning—0
Motif-guided Time Series Counterfactual Explanations—0
On the Connection between Game-Theoretic Feature Attributions and Counterfactual Explanations—0
Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis—0
On the Relationship Between Counterfactual Explainer and Recommender—0
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