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Benchmarks
Anomaly detection on LANL enterprise authentication logs Event-level
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3.15
AP
TraXion
0.446
1.148
1.85
2.552
May 7, 2026
AP
AUROC
Max F1 Score
Updated 23d ago
Evaluation Results
Method
Method
Links
AP
AUROC
Max F1 Score
TraXion
variant=co-occurrence
2026.05
3.15
94.02
8.06
TraXion
2026.05
2.16
87.47
7.82
Tuor-AAAI17
2026.05
1.03
86.56
5.51
LogBERT
2026.05
0.76
88.61
2.04
UniTraj
2026.05
0.75
79.98
4.37
DeepLog
2026.05
0.62
86.28
2.14
NuLog
2026.05
0.61
85.53
2.51
LogGPT
2026.05
0.55
78.81
2.17
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