Christopher C. Yang

FairMoE-Health: Fairness-Aware Mixture of Experts for Equitable Multimodal Clinical Prediction.

The Routing Disparity metric and multi-level debiasing framework introduced here generalize to MoE systems operating on demographically heterogeneous populations, providing both an audit tool and an architectural intervention for a bias mechanism that existing fairness methods leave unaddressed.