Wesam Sakla

FAIR-SHEPHERD: Fairness beyond Statistical Parity toward Structural Alignment

All fairness algorithms unavoidably rely on normative assumptions about fair treatment, yet these assumptions often remain implicit. We argue that these assumptions should be formalized as explicit, auditable policies and introduce FAIR-SHEPHERD , a structural policy-based framew...