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Benchmarks
Network Intrusion Detection on UNSW-NB15
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97.1
F1 Score
PARD-SSM
57.58
67.84
78.1
88.36
Apr 2, 2026
F1 Score
False Positive Rate (FPR)
SAA
Accuracy
TSS
AUC
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1 Score
False Positive Rate (FPR)
SAA
Accuracy
TSS
AUC
PARD-SSM
Latency (ms)=<1.2, GPU...
2026.04
97.1
-
83.4
-
-
-
BiLSTM
Latency (ms)=8.4, GPU...
2026.04
76.1
-
-
-
-
-
Isolation Forest
Latency (ms)=1.1, GPU...
2026.04
68.9
-
-
-
-
-
KF-Anomaly
Latency (ms)=0.8, GPU...
2026.04
65.5
-
-
-
-
-
Snort 3.0
Latency (ms)=< 0.1, GP...
2026.04
59.1
-
-
-
-
-
QIRL
Latency (µs)=45.7, Spe...
2026.06
-
-
-
91.04
82.44
97.13
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