2025
Federated Learning at the Forefront of Fairness: A Multifaceted Perspective
IJCAI 2025
Fairness in Federated Learning (FL) is emerging as a critical factor driven by heterogeneous clients’ constraints and balanced model performance across various scenarios. In this survey, we delineate a comprehensive classification of the state-of-the-art fairness-aware approaches from a multifaceted