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SOTA Network Intrusion Detection benchmarks and papers with code | Wizwand
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Network Intrusion Detection
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
IoT NIDS Adversarial Traffic (test)
XGBoost
Detection Rate
82
16
2mo ago
MQTT enterprise network traffic FPA attack scenario
CNN-LSTM-GRU
ASR
100
15
3mo ago
NSL-KDD
CNN
Accuracy
99
11
2d ago
UNSW-NB15 (test)
Supervised (Classical)
AUROC
0.9717
7
1mo ago
CICIDS 2017
PARD-SSM
F1 Score
98.2
6
1mo ago
NF-ToN-IoT (test)
SVM
Accuracy
93.79
5
1mo ago
NF-BoT-IoT (test)
MA-IDS
Accuracy
90
5
1mo ago
UNSW-NB15
PARD-SSM
F1 Score
97.1
5
2mo ago
CIC-IDS 15% 2017 (test)
PLM-CLS
PR AUC
0.942
4
1d ago
CSE-CIC-IDS2018 (test)
RSST-NIDS
AUROC
88.9
4
1mo ago
IoT NIDS adversarial traffic
XGBoost
Detection Rate (KNN Attacker)
79
4
2mo ago
IoTID20 (5-fold cross-validation)
A-THENA
Validation Loss
5.48
3
1mo ago
MQTT-IoT-IDS 2020 (5-fold cross-validation)
A-THENA
Validation Loss
1.03
3
1mo ago
CICIoT23 WEB (5-fold cross-validation)
A-THENA
Validation Loss
2.24
3
1mo ago
UNSW-NB15 (unmodified)
multilayer defense mechanism
Accuracy
77.71
3
2mo ago
CIC-IDS 2017 (LOAO)
Supervised (Classical)
AUROC
0.8499
3
3mo ago
NSL-KDD (LOAO)
Unsupervised (HQC)
AUROC
94.86
3
3mo ago
UNSW-NB15 (LOAO)
Supervised (Classical)
AUROC
93.46
3
3mo ago
CIC-IDS 2017 (test)
Supervised (Classical)
AUROC
0.9991
3
3mo ago
NSL-KDD (test)
Unsupervised (HQC)
AUROC
96.11
3
3mo ago
UNSW-NB15 2015
ICC
F1-macro
21.1
2
14d ago
CIC-IDS 2017
ICC
F1-macro
75.56
2
14d ago
NSL-KDD 2009
ICC
F1-macro
91.35
2
14d ago
Various
Suricata (rules)
F1 Score
89.1
1
1mo ago
Custom
Kitsune
F1 Score
98.2
1
1mo ago
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