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Node-level anomaly detection on CICIDS 2017 (chronological)
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0.9753
ROC AUC
GESR
0.517388
0.636269
0.75515
0.874031
May 8, 2026
ROC AUC
PR AUC
TPR @ 1% FPR
TPR @ 5% FPR
Updated 23d ago
Evaluation Results
Method
Method
Links
ROC AUC
PR AUC
TPR @ 1% FPR
TPR @ 5% FPR
GESR
attribution=source-wei...
2026.05
0.9753
0.3175
44.63
85.69
Autoencoder
hidden size=128, laten...
2026.05
0.9285
0.2983
38.69
59.6
Isolation Forest
trees=200
2026.05
0.889
0.1511
14.71
52.52
Anomal-E
hidden size=64, output...
2026.05
0.8728
0.082
13.15
39.51
Kitsune
maximum autoencoder si...
2026.05
0.7493
0.1427
15.19
48.02
GraphSAGE + IF
hidden size=64, output...
2026.05
0.535
0.0141
1.5
9.74
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