The Impact Analysis of Delays in Asynchronous Federated Learning with Data Heterogeneity for Edge Intelligence. - Ziruo Hao; Zhenhua Cui; Tao Yang 008; Bo Hu 002; Xiaofeng Wu 003; Hui Feng 001 (CoRR, 2025)

Invariant Federated Learning for Edge Intelligence: Mitigating Heterogeneity and Asynchrony via Exit Strategy and Invariant Penalty. - Ziruo Hao; Zhenhua Cui; Tao Yang 008; Bo Hu 002; Xiaofeng Wu 003; Hui Feng 001 (CoRR, 2025)