Distribution-Specific Auditing For Subgroup Fairness

Daniel Hsu, Jizhou Huang, Brendan Juba

We study the problem of auditing classifiers with the notion of statistical subgroup fairness. Kearns et al. (2018) has shown that the problem of auditing combinatorial subgroups f…