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Anomaly Detection research benchmarks – Page 61 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

NSL-KDD Multiclass (train)

88.97F1 Score

1

Jun 29, 2026

EHA sensor data

99Accuracy

1

Jun 5, 2026

LSTM–AE + iForest

95Accuracy

1

Jun 5, 2026

99.5Accuracy

1

Jun 5, 2026

CERT insider threat

90.17Accuracy

1

Jun 5, 2026

Adversarial LSTM–AE

83.03Accuracy

1

Jun 5, 2026

Generated dataset

LSTM–AE + OCSVM

98.36Accuracy

1

Jun 5, 2026

Yahoo Webscope S5

99.25Accuracy

1

Jun 5, 2026

C5 Insider Threat

Locality Scan Statistic

30Initial Peak Psi

1

May 19, 2026

C4 Low and Slow

Locality Scan Statistic

10Initial Peak Psi

1

May 19, 2026

C1 & C2 External Burst

Locality Scan Statistic

10Initial Peak Ψ

1

May 19, 2026

ML Ensemble (SIEM)

94Accuracy

1

May 18, 2026

68.2F1 Score

1

May 11, 2026

51.6F1-score

1

May 11, 2026

Prime Video CoE #3 Incident feature-related outage

0Detection Rate

1

Apr 9, 2026

Prime Video CoE Incident #2 (Gameday termination)

100Detection Rate (Services)

1

Apr 9, 2026

Prime Video CoE #1 Incident

100Service Detection Rate

1

Apr 9, 2026

In orbit satellite telemetry

Telemetry Anomaly Detection

2Scope/Findings Count

1

Mar 12, 2026

Blow-Fill-Seal (BFS) Knapp Kit (Vial)

Proposed Method (Eq. 10)

98.7Accuracy

1

Mar 10, 2026

Blow-Fill-Seal (BFS) Knapp Kit Region R3 (Overall)

Proposed Method (Eq. 10)

99.91Accuracy

1

Mar 10, 2026

Blow-Fill-Seal (BFS) Knapp Kit Region R2 (Overall)

Proposed Method (Eq. 10)

99.57Accuracy

1

Mar 10, 2026

Blow-Fill-Seal (BFS) Knapp Kit Region R1 (Overall)

Proposed Method (Eq. 10)

99.26Accuracy

1

Mar 10, 2026

Blow-Fill-Seal (BFS) Knapp Kit Region R0 (Overall)

Proposed Method (Eq. 10)

99.19Accuracy

1

Mar 10, 2026

BFS run-level (test)

Proposed Method

0.013Threshold R0

1

Mar 10, 2026

Galar filtered (test)

cleaning pipeline

91.72Accuracy

1

Feb 26, 2026

Page 61 of 62

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