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SWaT

Benchmarks

Task NameDataset NameSOTA ResultTrend
Anomaly DetectionSWaT
F1 Score99.89
348
Multivariate Time Series Anomaly DetectionSWaT
F1 Score98.36
60
Anomaly DetectionSWaT (test)
F1-score0.983
49
Time Series Anomaly DetectionSWaT (test)
Affiliation Precision98.93
31
Anomaly DetectionSWaT cross-domain (val)
F1 Score89.5
20
Time Series Anomaly DetectionSWaT
CCE-2.02
20
Attack DetectionSWaT Malicious Controller Output Injection (test)
F1 Score99.8
20
Time Series Anomaly DetectionSWaT
VUS-ROC0.7991
20
Anomaly DetectionSWaT
Affiliated F196.43
18
Anomaly detectionSWaT
F1 Score98.02
17
Time Series Anomaly DetectionSWaT
F1-score94.8
16
Anomaly DetectionSWaT 45 (test)
F1 Score94.23
16
Anomaly DetectionSWaT
Average Time Cost1.4
13
Anomaly DetectionSWaT
Precision (Pre)98.1
13
Multivariate Time Series Anomaly DetectionSWaT
AUC-ROC0.8263
13
Time Series Anomaly DetectionSWaT
AUC-R83.31
13
Time Series Anomaly DetectionSWaT
F1 Score96.19
12
Time-Series Anomaly DetectionSWAT
F10.695
12
Time Series Anomaly DetectionSWaT
RF10.33
12
Time Series Anomaly DetectionSWaT
Affiliation-F176.18
11
Anomaly DetectionSWaT
Training Time (s/epoch)0.87
11
Attack DetectionSWaT Controller Configuration Tampering Attack (test)
F199.55
10
Anomaly DetectionSWAT Time Series
F1 (Point Adjustment)94.55
9
Root Cause IdentificationSWaT
Top@3R53.7
8
Multivariate Time Series Anomaly DetectionSWaT 55d
Precision98.7
8
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