Counterfactual Reasoning for Bias Evaluation and Detection in a Fairness Under Unawareness Setting

Giandomenico Cornacchia, Vito Walter Anelli, Fedelucio Narducci, Azzurra Ragone, Eugenio Di Sciascio. Counterfactual Reasoning for Bias Evaluation and Detection in a Fairness Under Unawareness Setting. In Kobi Gal, Ann Nowé, Grzegorz J. Nalepa, Roy Fairstein, Roxana Radulescu, editors, ECAI 2023 - 26th European Conference on Artificial Intelligence, September 30 - October 4, 2023, Kraków, Poland - Including 12th Conference on Prestigious Applications of Intelligent Systems (PAIS 2023). Volume 372 of Frontiers in Artificial Intelligence and Applications, pages 477-484, IOS Press, 2023. [doi]

Authors

Giandomenico Cornacchia

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Vito Walter Anelli

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Fedelucio Narducci

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Azzurra Ragone

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Eugenio Di Sciascio

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