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 131140 of 177 papers

TitleStatusHype
Enhancing Counterfactual Explanation Search with Diffusion Distance and Directional Coherence0
Enhancing Counterfactual Image Generation Using Mahalanobis Distance with Distribution Preferences in Feature Space0
Evaluating counterfactual explanations using Pearl's counterfactual method0
Explainability for Machine Learning Models: From Data Adaptability to User Perception0
Explainable bank failure prediction models: Counterfactual explanations to reduce the failure risk0
Explainable Image Classification with Evidence Counterfactual0
Explaining Model Confidence Using Counterfactuals0
Explaining Predictions from Tree-based Boosting Ensembles0
Explaining the Black-box Smoothly- A Counterfactual Approach0
Faithful Counterfactual Visual Explanations (FCVE)0
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