Does Data-Efficient Generalization Exacerbate Bias in Foundation Models? - Dilermando Queiroz; Anderson Carlos; Maíra Fatoretto; André Anjos; Lilian Berton; Luis Filipe Nakayama (CoRR, 2024)

Optimizing fairness and utility in healthcare machine learning models. - Maíra Fatoretto; Gökhan Özbulak; André Anjos; Lilian Berton (Appl. Soft Comput., 2025)

A Multi-Objective Evaluation Framework for Analyzing Utility-Fairness Trade-Offs in Machine Learning Systems. - Gökhan Özbulak; Oscar Alfonso Jiménez del Toro; Maíra Fatoretto; Lilian Berton; André Anjos (CoRR, 2025)