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

Showing 111120 of 177 papers

TitleStatusHype
Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual ExplanationsCode1
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 Design0
Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems0
Reinforced Path Reasoning for Counterfactual Explainable RecommendationCode1
On the Relationship Between Counterfactual Explainer and Recommender0
On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective0
Ask to Know More: Generating Counterfactual Explanations for Fake ClaimsCode1
GRETEL: A unified framework for Graph Counterfactual Explanation EvaluationCode1
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