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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 101–110 of 177 papers

TitleStatusHype
On the Connection between Game-Theoretic Feature Attributions and Counterfactual Explanations—0
Counterfactual Explanation for Fairness in Recommendation—0
Calculating and Visualizing Counterfactual Feature Importance ValuesCode0
Empowering Counterfactual Reasoning over Graph Neural Networks through InductivityCode0
Choose your Data Wisely: A Framework for Semantic CounterfactualsCode0
Counterfactual Explainer Framework for Deep Reinforcement Learning Models Using Policy DistillationCode0
The Dark Side of Explanations: Poisoning Recommender Systems with Counterfactual Examples—0
Algorithmic Recourse with Missing Values—0
A New Class of Explanations for Classifiers with Non-Binary Features—0
counterfactuals: An R Package for Counterfactual Explanation Methods—0
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