Dr. Shashikumar D R

Privacy-Preserving Network Intrusion Detection Using Federated Learning with Explainable AI and an Autonomous SOC Agent Pipeline

Centralized intrusion detection systems (IDS) re-quire pooling raw network traffic at a single location, which is a significant privacy liability in domains such as banking, healthcare, and telecommunications, and typically rely on static detection thresholds that produce high false-positive rates as traffic patterns d...