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Intrusion Detection research benchmarks – Page 4 · SOTA2 Research

Intrusion Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CICIDS 2017 (5-fold CV)

74.81Macro-F1

6

Jun 11, 2026

Inverted Pendulum system

0.05Time (µs)

6

Jun 4, 2026

KDD Cup 1999 (test)

SMOTE Random Forest

99.69Accuracy

6

Apr 28, 2026

KDD Cup 1999 (train)

SMOTE Random Forest

99.973Accuracy

6

Apr 28, 2026

48 domains Worst Parent WP

63F1 Score

6

Mar 4, 2026

48 domains Local Repair LR

88F1 Score

6

Mar 4, 2026

DIS-Flooding 48 domains

97F1 Score

6

Mar 4, 2026

Blackhole 48 domains

64F1 Score

6

Mar 4, 2026

CICIoT MitM 2023

1TNR

6

Feb 26, 2026

CICIoT Mirai 2023

1TNR

6

Feb 26, 2026

CICIoT DDoS 2023

100TNR

6

Feb 26, 2026

CAN Datasets (test)

0.018Latency (ms)

6

Feb 26, 2026

TDA + Random Forest

100AUC

5

Jul 1, 2026

UNSW-NB15 d = 4 PCA (test)

MLP (white-box)

87.8Accuracy (Clean)

5

Jun 24, 2026

Tesla Model 3 CAN bus dataset

0.187Latency (ms)

5

Jun 18, 2026

CICIoT2023 (90% train)

92.1Accuracy

5

Jun 12, 2026

CIC-IDS 2017 (group-by-5-tuple)

99.79Accuracy

5

Jun 11, 2026

CNN-LSTM (HAST-IDS)

98.1Accuracy

5

Jun 25, 2026

99.98Accuracy

5

Apr 24, 2026

ToN_IoT Held-Out Attack Categories C_ood (test)

ThreatFormer-IDS

97.1AUC-ROC

5

Mar 4, 2026

Proposed Integrated Framework

99.92Accuracy

5

Feb 26, 2026

VeReMi Extension Stage 2 (test)

82.5Recall (A1)

5

Feb 26, 2026

Proposed System (LDT-FRL)

99.13F1 Score

4

Jun 23, 2026

Network Intrusion Detection

89AUC

4

Jun 15, 2026

AI Security Agent

97Brute-force Login Score

4

Jun 9, 2026

Page 4 of 7

Popular datasets

CICIDS CIC-IDS N-BaIoT CICIoT UNSW-NB

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