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Papers Benchmarks Datasets Tasks

Network Anomaly Detection research benchmarks · SOTA2 Research

Network Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIC-Darknet 2020

98.24Accuracy

11

Jun 1, 2026

99.69Accuracy

9

Mar 4, 2026

93.71Accuracy (Acc)

6

Jun 1, 2026

87.56Accuracy

5

Jun 1, 2026

Real-life network ARP calls 10M 362 nodes 42 weeks

58.5Precision

5

Apr 14, 2026

Full Macrostate

79.17AUPRC

4

Jul 9, 2026

Full Macrostate

97.3AUPRC

4

Jul 9, 2026

UNSW-NB15 5.76% Contamination

97.63Accuracy

4

Apr 23, 2026

UNSW-NB15 (3.36% Contamination)

97.67Accuracy

4

Apr 23, 2026

UNSW-NB15 0% Contamination

97.69Accuracy

4

Apr 23, 2026

Popular datasets

UNSW-NB CIC-IDS UNSW-NB15 NSL-KDD CIC-Darknet

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