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Xenia Heilmann

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#artificial intelligence Preprint Aug 2026

Taking the Whys Seriously: Limitations of Counterfactual Explanations in Justification and Recourse

It is found that an organization's choices on measurement models for feature and labels, business requirements, model validation, and the metric of model success have as much or more impact on the generated counterfactuals as the specifics of the generating method.

Mattia Cerrato, Otto Sahlgren, Xenia Heilmann · 0 citations

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