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Papers Benchmarks Datasets Tasks

Malicious Traffic Detection research benchmarks · SOTA2 Research

Malicious Traffic Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SC-Inject-Bench Traffic-level

Traffic-Suricata

0FPR

8

Apr 7, 2026

Overall Performance with drift

96.58Accuracy

5

Feb 26, 2026

Overall Performance without drift

97.16ACC

5

Feb 26, 2026

Synthetic (with drift)

93.76ACC

5

Feb 26, 2026

Synthetic (without drift)

98.8Accuracy

5

Feb 26, 2026

UNSW-NB15 (with drift)

0.996Accuracy

5

Feb 26, 2026

UNSW-NB15 (without drift)

99.67Accuracy

5

Feb 26, 2026

BoT-IoT with drift

99.47Accuracy

5

Feb 26, 2026

BoT-IoT without drift

99.77Accuracy

5

Feb 26, 2026

ToN-IoT with drift

90.11ACC

5

Feb 26, 2026

ToN-IoT (without drift)

94.37Accuracy

5

Feb 26, 2026

CIC-IDS 2018 (with drift)

99.93Accuracy

5

Feb 26, 2026

CIC-IDS without drift 2018

99.7Accuracy

5

Feb 26, 2026

400GB Zero-Trust Adversarial Corpus (Held-Out)

99.5TPR

1

Apr 3, 2026

Popular datasets

Synthetic Overall Performance CIC-IDS ToN-IoT BoT-IoT

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