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UNSW-NB15

Benchmarks

Task NameDataset NameSOTA ResultTrend
Knowledge Graph CompletionUNSW-NB15 (Inductive)
MR (Mean Rank)3.645
12
Adversarial DetectionUNSW-NB15
AUC-ROC99.96
12
Intrusion DetectionUNSW-NB15 zero-day withheld classes cross-domain (evaluation)
Accuracy71.64
10
Intrusion DetectionNF-UNSW-NB15
Accuracy91.11
8
Anomaly DetectionUNSW-NB15 (test)
F1-Score93.9
8
Network Intrusion DetectionUNSW-NB15 (test)
AUROC0.9717
7
Malicious Traffic DetectionUNSW-NB15 (with drift)
Accuracy0.9964
5
Binary ClassificationUNSW-NB15 (test)
F1-score96.89
4
Network Intrusion DetectionUNSW-NB15 (LOAO)
AUROC93.46
3
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