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Network Intrusion Detection research benchmarks – Page 2 · SOTA2 Research

Network Intrusion Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIC-IDS 2017 (LOAO)

Supervised (Classical)

0.85AUROC

3

Feb 26, 2026

Unsupervised (HQC)

94.86AUROC

3

Feb 26, 2026

UNSW-NB15 (LOAO)

Supervised (Classical)

93.46AUROC

3

Feb 26, 2026

CIC-IDS 2017 (test)

Supervised (Classical)

0.999AUROC

3

Feb 26, 2026

Unsupervised (HQC)

96.11AUROC

3

Feb 26, 2026

21.1F1-macro

2

May 19, 2026

75.56F1-macro

2

May 19, 2026

91.35F1-macro

2

May 19, 2026

Network Intrusion Detection (IDS) Dataset

Dueling DDQN (10:1 asym.)

98Accuracy

1

Jul 9, 2026

CICIDS2017 (test)

97.89Accuracy

1

Jun 9, 2026

Suricata (rules)

89.1F1 Score

1

Apr 8, 2026

98.2F1 Score

1

Apr 8, 2026

99.85F1 Score

1

Apr 8, 2026

Page 2 of 2

Popular datasets

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

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