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A Comprehensive Review on Graph-Based Anomaly Detection: Approaches for Intrusion Detection

|
By Nan Sun, Nour Moustafa, Nimesha Dilini, Sky Miao
| preprints.org
Submitted: 20 January 2026 You are already at the latest version Intrusion Detection Systems (IDSs) have evolved to safeguard networks and systems from cyber attacks. Anomaly-based Intrusion Detection Systems (A-IDS) have been commonly employed to detect known and unknown anomalies. However, conventional anomaly detection approaches encounter substantial challenges when dealing with complex, large-scale, and heterogeneous data sources.
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