@article{fairnessinfederatedlearningtrendschallen, title = {Fairness in Federated Learning: Trends, Challenges, and Opportunities}, author = {Noorain Mukhtiar and Adnan Mahmood and Quan Z. Sheng}, year = {2025}, eprint = {2509.00799}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.00799}, }