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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 111120 of 177 papers

TitleStatusHype
GNNUERS: Fairness Explanation in GNNs for Recommendation via Counterfactual ReasoningCode0
CeFlow: A Robust and Efficient Counterfactual Explanation Framework for Tabular Data using Normalizing FlowsCode0
Semi-supervised counterfactual explanations0
Explaining Model Confidence Using Counterfactuals0
Intriguing Property and Counterfactual Explanation of GAN for Remote Sensing Image GenerationCode0
"How to make them stay?" -- Diverse Counterfactual Explanations of Employee Attrition0
Very fast, approximate counterfactual explanations for decision forests0
Counterfactual Editing for Search Result Explanation0
Counterfactual Explanation and Instance-Generation using Cycle-Consistent Generative Adversarial NetworksCode0
Evaluating counterfactual explanations using Pearl's counterfactual method0
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