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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 91100 of 177 papers

TitleStatusHype
"How to make them stay?" -- Diverse Counterfactual Explanations of Employee Attrition0
Very fast, approximate counterfactual explanations for decision forests0
Finding Regions of Counterfactual Explanations via Robust OptimizationCode1
Counterfactual Editing for Search Result Explanation0
Explainable Data-Driven Optimization: From Context to Decision and Back AgainCode1
Counterfactual Explanation and Instance-Generation using Cycle-Consistent Generative Adversarial NetworksCode0
Evaluating counterfactual explanations using Pearl's counterfactual method0
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy0
Style-transfer counterfactual explanations: An application to mortality prevention of ICU patientsCode0
Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space0
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