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ResearchFormerly WizWand

Network Intrusion Detection on CIC-IoT-23 Generalization

100F1 ScoreKNOWML
69.392877.338985.28593.2311Jun 24, 2025
Updated 4mo ago

Evaluation results

MethodLinks
KNOWMLDetection Model=GMM, Attack=DDoS-RSTFIN (CIoT-23), Category=Composite2025.06100
KNOWMLDetection Model=DA, Attack=DDoS-RSTFIN (CIoT-23), Category=Composite2025.06100
KNOWMLDetection Model=EoA, Attack=DDoS-RSTFIN (CIoT-23), Category=Composite2025.06100
KNOWMLDetection Model=GMM, Attack=DDoS-SynIP (CIoT-23), Category=Composite2025.06100
KNOWMLDetection Model=DA, Attack=DDoS-SynIP (CIoT-23), Category=Composite2025.06100
KNOWMLDetection Model=EoA, Attack=DDoS-SynIP (CIoT-23), Category=Composite2025.06100
KNOWMLDetection Model=EoA, Attack=DDoS-TCP (CIoT-23), Category=Composite2025.0699.99
KNOWMLDetection Model=GMM, Attack=DDoS-TCP (CIoT-23), Category=Composite2025.0699.97
KNOWMLDetection Model=DA, Attack=DDoS-TCP (CIoT-23), Category=Composite2025.0699.97
KITDetection Model=GMM, Attack=DDoS-SynIP (CIoT-23), Category=Composite2025.0699.92
KNOWMLDetection Model=GMM, Attack=DDoS-SYN (CIoT-23), Category=Composite2025.0699.79
KNOWMLDetection Model=DA, Attack=DDoS-SYN (CIoT-23), Category=Composite2025.0699.79
KNOWMLDetection Model=EoA, Attack=DDoS-SYN (CIoT-23), Category=Composite2025.0699.79
KITDetection Model=EoA, Attack=DDoS-SYN (CIoT-23), Category=Composite2025.0698.73
SFSDetection Model=DA, Attack=DDoS-ACK Frag (CIoT-23), Category=Composite2025.0698.03
SFSDetection Model=EoA, Attack=DDoS-ACK Frag (CIoT-23), Category=Composite2025.0698.02
KNOWMLDetection Model=GMM, Attack=DDoS-PSHACK (CIoT-23), Category=Composite2025.0697.78
KNOWMLDetection Model=EoA, Attack=DDoS-PSHACK (CIoT-23), Category=Composite2025.0697.72
SFSDetection Model=GMM, Attack=DDoS-ACK Frag (CIoT-23), Category=Composite2025.0697.68
KNOWMLDetection Model=DA, Attack=DDoS-PSHACK (CIoT-23), Category=Composite2025.0697.53
KNOWMLDetection Model=GMM, Attack=DDoS-HTTP (CIoT-23), Category=Composite2025.0696.96
KITDetection Model=DA, Attack=DDoS-SYN (CIoT-23), Category=Composite2025.0696.2
KNOWMLDetection Model=DA, Attack=DDoS-HTTP (CIoT-23), Category=Composite2025.0694.76
KNOWMLDetection Model=EoA, Attack=DDoS-HTTP (CIoT-23), Category=Composite2025.0694.76
KNOWMLDetection Model=GMM, Attack=DDoS-ACK Frag (CIoT-23), Category=Composite2025.0694.38
KNOWMLDetection Model=DA, Attack=DDoS-ACK Frag (CIoT-23), Category=Composite2025.0694.38
KNOWMLDetection Model=EoA, Attack=DDoS-ACK Frag (CIoT-23), Category=Composite2025.0694.38
CICDetection Model=GMM, Attack=DDoS-SYN (CIoT-23), Category=Composite2025.0690.99
SFSDetection Model=GMM, Attack=DDoS-HTTP (CIoT-23), Category=Composite2025.0683.6
KNOWMLDetection Model=GMM, Attack=DDoS-Slowloris (CIoT-23), Category=Non-Throughput2025.0681.14
KNOWMLDetection Model=EoA, Attack=DDoS-Slowloris (CIoT-23), Category=Non-Throughput2025.0675.6
KNOWMLDetection Model=DA, Attack=DDoS-Slowloris (CIoT-23), Category=Non-Throughput2025.0675.48
CICDetection Model=GMM, Attack=DDoS-RSTFIN (CIoT-23), Category=Composite2025.0670.57