cybershield-ai

🛡️ CyberShield AI Autonomous Multi-Cloud Threat Hunting,...

A Feature-Rich Embedded NIDS with EBPF/XDP: Detector and Architecture Trade-Offs

Distributed Denial-of-Service DDoS attacks remain a serious threat to transport networks, with recent attack volumes exceeding 30 Tbps, and the telecommunications industry being the main target. Recent work has yet to study the impact of the hosting software architecture on network monitoring...

ML Defender (ARGus NDR): An Open-Source Embedded ML NIDS for Botnet and Anomalous Traffic Detection in Resource-Constrained Organizations

Ransomware and DDoS attacks disproportionately impact hospitals, schools, and small organizations that cannot afford enterprise security solutions. We present ML Defender aRGus NDR, an open-source network intrusion detection system built in C++20, deployable on commodity hardware at approximately...