2024
On the Maximal Local Disparity of Fairness-Aware Classifiers
ICML 2024poster
Fairness has become a crucial aspect in the development of trustworthy machine learning algorithms. Current fairness metrics to measure the violation of demographic parity have the following drawbacks: (i) the *average difference* of model predictions on two groups cannot reflect their *distribution…