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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

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Showing 121–130 of 177 papers

TitleStatusHype
Very fast, approximate counterfactual explanations for decision forests—0
Weak Robust Compatibility Between Learning Algorithms and Counterfactual Explanation Generation Algorithms—0
On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective—0
X-Fake: Juggling Utility Evaluation and Explanation of Simulated SAR Images—0
XPrompt:Explaining Large Language Model's Generation via Joint Prompt Attribution—0
Style-transfer counterfactual explanations: An application to mortality prevention of ICU patientsCode0
Model-Based Counterfactual Explanations Incorporating Feature Space Attributes for Tabular DataCode0
Counterfactual Explanation Algorithms for Behavioral and Textual DataCode0
An exact counterfactual-example-based approach to tree-ensemble models interpretabilityCode0
Multi-SpaCE: Multi-Objective Subsequence-based Sparse Counterfactual Explanations for Multivariate Time Series ClassificationCode0
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