SI-ChainFL: Shapley-Incentivized Secure Federated Learning for High-Speed Rail Data Sharing

Mingjie Zhao, Cheng Dai, Fei Chen +4

In high-speed rail (HSR) systems, federated learning (FL) enables cross-departmental flow prediction without sharing raw data. However, existing schemes suffer from two key limitat…