RangeGrad: Explaining Neural Networks by Measuring Uncertainty Through Bound Propagation. - Sam Pinxteren; Marco Favier; Toon Calders (PKDD/ECML Workshops (1), 2022)

How to be fair? A study of label and selection bias. - Marco Favier; Toon Calders; Sam Pinxteren; Jonathan Meyer (Mach. Learn., 2023)

How to Be Fair? a Discussion and Future Perspectives. - Marco Favier; Toon Calders (EWAF, 2024)

"Patriarchy Hurts Men Too." Does Your Model Agree? A Discussion on Fairness Assumptions. - Marco Favier; Toon Calders (CoRR, 2024)

From Implicit to Explicit Assumptions: Why There is No Fairness Without Bias-Awareness. - Marco Favier; Toon Calders (EWAF, 2025)

Cherry on the cake: fairness is NOT an optimization problem. - Marco Favier; Toon Calders (Mach. Learn., 2025)