Author

Mattia Cerrato

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Preprint Sep 2026

Bridging Formal and Perceived Fairness: Development of an Interdisciplinary Framework in Algorithmic Decision-Making

While fairness has become a central concern in research on algorithmic systems, the field remains predominantly shaped by Computer Science, resulting in a strong emphasis on formal fairness metrics and bias mitigation strategies. Nevertheless, this focus may obscure a fundamental challenge: fairness is not merely a tec...

Maike Lindermayr, Mattia Cerrato, Luisa Hübner et al. · 0 citations

#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