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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 61–70 of 177 papers

TitleStatusHype
A New Class of Explanations for Classifiers with Non-Binary Features—0
Counterfactual explanation of machine learning survival models—0
Counterfactual Explanation of Brain Activity Classifiers using Image-to-Image Transfer by Generative Adversarial Network—0
Causal Generative Explainers using Counterfactual Inference: A Case Study on the Morpho-MNIST Dataset—0
Explaining Predictions from Tree-based Boosting Ensembles—0
Counterfactual Explanation Generation with s(CASP)—0
Counterfactual Explanation for Regression via Disentanglement in Latent Space—0
Counterfactual Explanation for Fairness in Recommendation—0
Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection—0
A Comparative Analysis of Counterfactual Explanation Methods for Text Classifiers—0
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