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03/22/2023
Adaptive Conformal Prediction by Reweighting Nonconformity Score
Despite attractive theoretical guarantees and practical successes, Predi...
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09/29/2022
Rethinking Counterfactual Explanations as Local and Regional Counterfactual Policies
Among the challenges not yet resolved for Counterfactual Explanations (C...
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11/08/2021
Consistent Sufficient Explanations and Minimal Local Rules for explaining regression and classification models
To explain the decision of any model, we extend the notion of probabilis...
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06/07/2021
Accurate and robust Shapley Values for explaining predictions and focusing on local important variables
Although Shapley Values (SV) are widely used in explainable AI, they can...
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03/24/2021
The Shapley Value of coalition of variables provides better explanations
While Shapley Values (SV) are one of the gold standard for interpreting ...
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10/26/2019