Research Article

A Hierarchical Approach for Advanced Persistent Threat Detection with Attention-Based Graph Neural Networks

Table 1

Taxonomy and representative publications of the related works.

CategoryPublications

Sequence-based log analysisAttack detection[8, 9, 11]
Attack prediction[25]

Provenance-based threat modelingProvenance capture[26, 27]
Forensic analysis[28ā€“30]
Rule-based APT detection[1, 15, 16]

Graph-based anomaly detectionProvenance graph[2, 13]
Correlation graph[3, 31]
GNN-based methods[23, 24]