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Papers Benchmarks Datasets Tasks

Anomaly Detection research benchmarks – Page 57 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LHC simulated events LQ → bτ signal

86AUC

3

Mar 30, 2026

LHC simulated events h0 → ττ signal

80AUC

3

Mar 30, 2026

LHC simulated events h± → τ ν signal

88AUC

3

Mar 30, 2026

LHC simulated events A → 4ℓ signal

90AUC

3

Mar 30, 2026

NGAFID (Overall)

72.58Accuracy

3

Mar 25, 2026

78.38Accuracy

3

Mar 25, 2026

Proton beam intensity time series (test)

81Recall

3

Mar 24, 2026

R2R Unseen (val)

1.5EDR

3

Mar 17, 2026

0.3EDR

3

Mar 17, 2026

SWaT NetFlow+Payload 2015

74F1 Score

3

Mar 12, 2026

SWaT NetFlow 2015

23F1 Score

3

Mar 12, 2026

SWaT Attack #41

43.5Detection Delay (s)

3

Mar 4, 2026

82.67AUROC

3

Feb 26, 2026

0.766AUC-ROC

3

Feb 26, 2026

Wind Turbine (test)

95.71F1 Score

3

Feb 26, 2026

48.73F1 Score

3

Feb 26, 2026

HVAC equipment data 90-day horizon v1.0 (test)

Hybrid (Proposed)

95Precision

3

Feb 26, 2026

HVAC equipment data 60-day horizon v1.0 (test)

Hybrid (Proposed)

0.93Precision

3

Feb 26, 2026

HVAC equipment data 30-day horizon v1.0 (test)

Hybrid (Proposed)

0.91Precision

3

Feb 26, 2026

IEEE 68-bus Step Attack

93.6Precision

3

Feb 26, 2026

Wikipedia TW5 2010-2015

Isolation Forest

39F1 Score

3

Feb 26, 2026

Wikipedia TW4 2010-2015

37F1 Score

3

Feb 26, 2026

Wikipedia 2010-2015 (TW3)

46F1

3

Feb 26, 2026

Wikipedia TW2 2010-2015

58F1 Score

3

Feb 26, 2026

Wikipedia 2010-2015 (TW1)

58F1 Score

3

Feb 26, 2026

Page 57 of 62

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