2026. FedShield: Privacy-Preserving Federated Learning with Differential Privacy and Byzantine-Robust Aggregation for Intrusion Detection in Heterogeneous IoT Networks. Journal of Computer Science Innovations and Research. 1, 1 (Jun. 2026), 7–15.