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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

Showing 171177 of 177 papers

TitleStatusHype
Counterfactual Explanations for Models of CodeCode0
Choose your Data Wisely: A Framework for Semantic CounterfactualsCode0
CeFlow: A Robust and Efficient Counterfactual Explanation Framework for Tabular Data using Normalizing FlowsCode0
Counterfactual Explanations for Graph Classification Through the Lenses of DensityCode0
Counterfactual Explanation and Instance-Generation using Cycle-Consistent Generative Adversarial NetworksCode0
MCCE: Monte Carlo sampling of realistic counterfactual explanationsCode0
M-CELS: Counterfactual Explanation for Multivariate Time Series Data Guided by Learned Saliency MapsCode0
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