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cs.CY2025
Evidence Without Injustice: A New Counterfactual Test for Fair Algorithms
Michele Loi, Marcello Di Bello, Nicolò Cangiotti
The growing philosophical literature on algorithmic fairness has examined statistical criteria such as equalized odds and calibration, causal and counterfactual approaches, and the…
cs.CY2024
What's Distributive Justice Got to Do with It? Rethinking Algorithmic Fairness from the Perspective of Approximate Justice
Corinna Hertweck, Christoph Heitz, Michele Loi
In the field of algorithmic fairness, many fairness criteria have been proposed. Oftentimes, their proposal is only accompanied by a loose link to ideas from moral philosophy -- wh…
cs.CY2024
Causal Equal Protection as Algorithmic Fairness
Marcello Di Bello, Nicolò Cangiotti, Michele Loi
By combining the philosophical literature on statistical evidence and the interdisciplinary literature on algorithmic fairness, we revisit recent objections against classification…