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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 51–60 of 177 papers

TitleStatusHype
CLEAR: Generative Counterfactual Explanations on Graphs—0
Counterfactual Explanations for Predictive Business Process Monitoring—0
A Series of Unfortunate Counterfactual Events: the Role of Time in Counterfactual Explanations—0
Alterfactual Explanations -- The Relevance of Irrelevance for Explaining AI Systems—0
Enhancing Counterfactual Image Generation Using Mahalanobis Distance with Distribution Preferences in Feature Space—0
Explainable bank failure prediction models: Counterfactual explanations to reduce the failure risk—0
Algorithmic Recourse with Missing Values—0
Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test—0
Counterfactual Metarules for Local and Global Recourse—0
Explaining the Black-box Smoothly- A Counterfactual Approach—0
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