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WADI dataset and benchmarks · SOTA2 Research

Research Datasets

WADI

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Multivariate Time Series Anomaly Detection

WADI

29.53F1 Score

58

Anomaly Detection

WADI

49.51F1 Score

44

Time Series Anomaly Detection

WADI

87.71F1 Score

26

Anomaly Detection

WADI

115.91Training Time (s/epoch)

24

Anomaly Detection

WADI (test)

0.975Precision

20

Cyber-attack detection

WADI

99.85Precision

13

Anomaly Detection

WADI (Difficult)

72.6AUROC

8

Anomaly Detection

WADI (Easy)

93.8AUROC

8

Anomaly Detection

WADI 575 (test)

0.803AUROC

8

Multivariate Time Series Anomaly Detection

WADI 118d

89.39Precision

8

Attack Taxonomy Discrimination

WADI

0.034MMD^2

5

Multi-class attack detection

WADI 15 scenarios (test)

95.8Precision (Normal)

5

Online Anomaly Detection

WADI

0.776VUS_PR

4

Time-series Graph Anomaly Detection

WADI

0.679AUC

4

Disruption mitigation and resilience evaluation

WADI 15 Attacks (test)

0.461Relative Disruption (D_rel)

4

Causal Discovery

WADI water

14F1@0.5

3

Popular tasks

Anomaly Detection Multivariate Time Series Anomaly Detection Causal Discovery Time Series Anomaly Detection Cyber-attack detection

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