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Papers Benchmarks Datasets Tasks

SWaT dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

SWaT

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Time Series Anomaly Detection

SWaT

0.33RF1

12

Time Series Anomaly Detection

SWaT

76.18Affiliation-F1

11

Anomaly Detection

SWaT

0.87Training Time (s/epoch)

11

Attack Detection

SWaT Controller Configuration Tampering Attack (test)

99.55F1

10

Anomaly Detection

SWAT Time Series

94.55F1 (Point Adjustment)

9

Time Series Anomaly Detection

SWaT

97.53Precision

8

Root Cause Identification

SWaT

53.7Top@3R

8

Multivariate Time Series Anomaly Detection

SWaT 55d

98.7Precision

8

Time Series Anomaly Detection

SWaT

49.57Anomaly Detection Difference (ADD)

7

Time Series Anomaly Detection

SWaT

84.14AUC-ROC

7

Anomaly localization

SWaT (test)

16IPS@100

7

Multi-class attack detection

SWaT 36 scenarios (test)

97.3Normal Precision

6

Anomaly Detection

SWaT 60/20/20 split (test)

0.796AUC-ROC

6

Root Cause Identification

SWaT

30Recall@1

5

Attack Taxonomy Discrimination

SWaT

0.038MMD^2

5

Anomaly Detection

SWaT Physical-level 2015

77F1 Score

5

Anomaly detection

SWaT

0.88VUS

5

Time-series Graph Anomaly Detection

SWaT

93.7AUC

4

Root Cause Analysis

SWAT

53.7Top@3R

4

Temporal Localization Analysis

SWaT

50.4TempHM@3

4

Anomaly Detection

SWaT

100Detection Rate

4

Disruption mitigation and resilience evaluation

SWaT 36 Attacks (test)

100D_rel

4

Anomaly Detection

SWaT

3.2Params (M)

4

Causal Discovery

SWaT water

100Best F1 Score

3

Importance Scoring

SWaT 50% BW, 20K subsample

87.7F1 Score

3

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Popular tasks

Anomaly Detection Time Series Anomaly Detection Multivariate Time Series Anomaly Detection Causal Discovery Attack Detection

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