The Sharpe predictor for fairness in machine learning. - Suyun Liu; Luís Nunes Vicente (CoRR, 2021)

A Stochastic Alternating Balance k-Means Algorithm for Fair Clustering. - Suyun Liu; Luís Nunes Vicente (LION, 2022)

Accuracy and fairness trade-offs in machine learning: a stochastic multi-objective approach. - Suyun Liu; Luís Nunes Vicente (Comput. Manag. Sci., 2022)

Convergence Rates of the Stochastic Alternating Algorithm for Bi-Objective Optimization. - Suyun Liu; Luís Nunes Vicente (J. Optim. Theory Appl., 2023)

The stochastic multi-gradient algorithm for multi-objective optimization and its application to supervised machine learning. - Suyun Liu; Luís Nunes Vicente (Ann. Oper. Res., 2024)

Fair machine learning through constrained stochastic optimization and an ε-constraint method. - Frank E. Curtis; Suyun Liu; Daniel P. Robinson (Optim. Lett., 2024)