Operationalizing Individual Fairness via Gradient Descent and Bradley-Terry Models

Conlan Olson, Linjun Zhang, Zhun Deng +1

Individual fairness, the notion that "similar individuals should be treated similarly," provides a strong and flexible fairness guarantee for algorithmic decision makers. However,…