Métriques d'équité en Apprentissage Automatique et droit de l'Union Europénne en matière de non-discrimination. - Magali Legast; Yasaman Yousefi; Lisa Koutsoviti Koumeri; Axel Legay; Christoph Schommer; Koen Vanhoof (CNIA, 2023)

Compatibility of Fairness Metrics With EU Non-Discrimination Law: A Legal and Technical Case Study. - Yasaman Yousefi; Lisa Koutsoviti Koumeri; Magali Legast; Christoph Schommer; Koen Vanhoof; Axel Legay (EWAF, 2023)

Assistance in the management of rule sets for rule-based expert systems (S). - Magali Legast; Axel Legay (SEKE, 2023)

Compatibility of Fairness Metrics with EU Non-Discrimination Laws: Demographic Parity & Conditional Demographic Disparity. - Lisa Koutsoviti Koumeri; Magali Legast; Yasaman Yousefi; Koen Vanhoof; Axel Legay; Christoph Schommer (CoRR, 2023)

Exploration of Potential New Benchmark for Fairness Evaluation in Europe. - Magali Legast; Lisa Koutsoviti Koumeri; Yasaman Yousefi; Axel Legay (EWAF, 2024)

Influence of Label and Selection Bias on Fairness Interventions. - Magali Legast; Toon Calders; Francois Fouss (EWAF, 2025)