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cs.LG2026
Fairness-informed Pareto Optimization : An Efficient Bilevel Framework
Sofiane Tanji, Samuel Vaiter, Yassine Laguel
Despite their promise, fair machine learning methods often yield Pareto-inefficient models, in which the performance of certain groups can be improved without degrading that of oth…
cs.LG2023
Snacks: a fast large-scale kernel SVM solver
Sofiane Tanji, Andrea Della Vecchia, François Glineur +1
Kernel methods provide a powerful framework for non parametric learning. They are based on kernel functions and allow learning in a rich functional space while applying linear stat…