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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 71–80 of 177 papers

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A Comparative Analysis of Counterfactual Explanation Methods for Text Classifiers—0
Generally-Occurring Model Change for Robust Counterfactual Explanations—0
Explainable Image Classification with Evidence Counterfactual—0
A Counterfactual Explanation Framework for Retrieval Models—0
Explainable bank failure prediction models: Counterfactual explanations to reduce the failure risk—0
Counterfactual Explanation-Based Badminton Motion Guidance Generation Using Wearable Sensors—0
Explainability for Machine Learning Models: From Data Adaptability to User Perception—0
Counterfactual Explanation Based on Gradual Construction for Deep Networks—0
Evaluating counterfactual explanations using Pearl's counterfactual method—0
Towards Understanding the Influence of Training Samples on Explanations—0
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