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
Which Style Makes Me Attractive? Interpretable Control Discovery and Counterfactual Explanation on StyleGANCode1
On the Robustness of Sparse Counterfactual Explanations to Adverse PerturbationsCode1
Analyzing and Improving the Robustness of Tabular Classifiers using Counterfactual ExplanationsCode0
MCCE: Monte Carlo sampling of realistic counterfactual explanationsCode0
STEEX: Steering Counterfactual Explanations with SemanticsCode1
Counterfactual Explanations for Models of CodeCode0
Counterfactual Explanation of Brain Activity Classifiers using Image-to-Image Transfer by Generative Adversarial Network0
Counterfactual Shapley Additive ExplanationsCode1
Text Counterfactuals via Latent Optimization and Shapley-Guided SearchCode0
Learning Time Series Counterfactuals via Latent Space RepresentationsCode1
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