Zoran Popovi

Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation

Researchers have proposed many methods for fair and robust machine learning, but comprehensive empirical evaluation of their subgroup robustness is lacking. In this work, we address this gap in the context of tabular data, where sensitive subgroups are clearly-defined, real-world fairness problems a…