Class Action: Fairness Is a Frontier, Not a Checkbox
TL;DR for operators Fairness work usually arrives in one of two flavours: mathematical fog or compliance theatre. OptFair is more useful than both. Zhang et al. study multi-class fair classification and show how to define the optimal accuracy-fairness frontier, then approximate it through two deployable routes: intervention during training and calibration after training.1 ...