Jul 2026
Auditing Fairness-Privacy Trade-offs: Subpopulation-Level Effects of Fairness-Enhancing Algorithms
The results demonstrate that fairness interventions do not uniformly increase privacy risk; their impact depends on model architecture, subgroup size, and mitigation strategy, and the first unified empirical framework to support such auditing in practice.
U. Suleymanov, Ilhama Novruzova, Khalid Mammadov et al.
· European Symposium on Securi... · 0 citations