2 papers
cs.CR2026
A First-Principles Evaluation of Graph-Based Network Intrusion Detection Systems
Rui Zhao, Wajih Ul Hassan
Graph-based network intrusion detection systems (GIDS) report strong benchmark detection metrics, but those metrics establish little about deployability. We approach the problem fr…
cs.CR2025
No Data? No Problem: Synthesizing Security Graphs for Better Intrusion Detection
Yi Huang, Shaofei Li, Yao Guo +3
Provenance graph analysis plays a vital role in intrusion detection, particularly against Advanced Persistent Threats (APTs), by exposing complex attack patterns. While recent syst…