Sarah H. Mnkash, Faiz A. Alawy, Israa T. Ali. Beyond Magnitude Filtering: A Dual-Stage Gradient Validation Mechanism for Defending Federated Intrusion Detection Against Label-Flipping Poisoning in IoV Networks. jds 2026, 19, 1084-1096.