FairMean: Promoting Fairness in Distributed Learning under Label Poisoning Attacks

Huigan Zheng, Jiaojiao Zhang, Yongxiang Liu

Fairness-aware distributed learning prioritizes clients with large losses to reduce performance disparities, but label poisoning can create large losses, thereby inducing a fairnes…