Keep Your Friends Close and Your Counterfactuals Closer: Improved Learning From Closest Rather Than Plausible Counterfactual Explanations in an Abstract Setting

Author:

Kuhl Ulrike1,Artelt André1,Hammer Barbara1

Affiliation:

1. HammerLab for Machine Learning, Bielefeld University, Germany

Funder

Volkswagen Foundation

Bundesministerium für Bildung und Forschung

Publisher

ACM

Reference73 articles.

1. Peeking Inside the Black-Box: A Survey on Explainable Artificial Intelligence (XAI)

2. André Artelt . 2019 . CEML: Counterfactuals for Explaining Machine Learning models - A Python toolbox. https://www.github.com/andreArtelt/ceml Publication Title: GitHub repository. André Artelt. 2019. CEML: Counterfactuals for Explaining Machine Learning models - A Python toolbox. https://www.github.com/andreArtelt/ceml Publication Title: GitHub repository.

3. André Artelt and Barbara Hammer. 2019. On the computation of counterfactual explanations - A survey. CoRR abs/1911.07749(2019). http://arxiv.org/abs/1911.07749 _eprint: 1911.07749. André Artelt and Barbara Hammer. 2019. On the computation of counterfactual explanations - A survey. CoRR abs/1911.07749(2019). http://arxiv.org/abs/1911.07749 _eprint: 1911.07749.

4. Convex Density Constraints for Computing Plausible Counterfactual Explanations

5. André Artelt and Barbara Hammer . 2022. Efficient computation of counterfactual explanations and counterfactual metrics of prototype-based classifiers. Neurocomputing 470 (Jan . 2022 ), 304–317. https://doi.org/10.1016/j.neucom.2021.04.129 10.1016/j.neucom.2021.04.129 André Artelt and Barbara Hammer. 2022. Efficient computation of counterfactual explanations and counterfactual metrics of prototype-based classifiers. Neurocomputing 470 (Jan. 2022), 304–317. https://doi.org/10.1016/j.neucom.2021.04.129

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