SecureFL-IoV: Differentially Private Federated Intrusion Detection for IoV Using a Two-Stage RF
The Internet of Vehicles (IoV) faces a fundamental security and privacy challenge, as centralized intrusion detection requires sensitive Controller Area Network (CAN) traffic to be transmitted beyond the vehicle. Federated Learning (FL) keeps raw traffic local, but shared updates remain data-dependent and can leak info...