Author

Mattia Cerrato

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Preprint Sep 2026

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

This paper presents a work-in-progress conceptual framework that bridges Computer Science approaches to formal algorithmic fairness with normative and Social Science fairness approaches regarding perceived fairness, trust, and technology acceptance, embedding both within the sociotechnical conditions that shape human j...

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