Fairness Without Demographics in Human-Centered Federated Learning

no code implementations • 30 Apr 2024 • Shaily Roy, Harshit Sharma, Asif Salekin

The presented approach achieves fairness without needing knowledge of sensitive attributes by minimizing the top eigenvalue of the Hessian matrix during training, ensuring equitable loss landscapes across FL participants.

Fairness Federated Learning