SOTAVerified

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 131–140 of 177 papers

TitleStatusHype
Deep Learning for Medical Imaging From Diagnosis Prediction to its Counterfactual ExplanationCode0
Shapelet-Based Counterfactual Explanations for Multivariate Time SeriesCode0
Transcending XAI Algorithm Boundaries through End-User-Inspired Design—0
Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems—0
On the Relationship Between Counterfactual Explainer and Recommender—0
On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective—0
Improving Model Understanding and Trust with Counterfactual Explanations of Model Confidence—0
DualCF: Efficient Model Extraction Attack from Counterfactual Explanations—0
Integrating Prior Knowledge in Post-hoc Explanations—0
Finding Counterfactual Explanations through Constraint Relaxations—0
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