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Network Intrusion Detection on CIC-IDS 15% 2017 (test)
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0.942
PR AUC
PLM-CLS
0.82864
0.85807
0.8875
0.91693
May 29, 2026
PR AUC
ROC AUC
F1 Score
Precision
Recall
FPR @ 95
Updated 1d ago
Evaluation Results
Method
Method
Links
PR AUC
ROC AUC
F1 Score
Precision
Recall
FPR @ 95
PLM-CLS
Detection mechanism=Cl...
2026.05
0.942
0.751
58.6
97.7
41.8
76.9
PLM-PPL
Detection mechanism=Pe...
2026.05
0.928
0.691
57.5
97.7
40.7
88.4
LSTM
Training data size=20%...
2026.05
0.834
0.501
90.6
83.4
99.2
98.9
Random
Input representation=D...
2026.05
0.833
0.499
9.6
83.6
5.1
95
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