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Network Intrusion Detection on CAP Generalization

99.97F1 ScoreKIT
-3.998822.993149.98576.9769Jun 24, 2025

Evaluation results

MethodLinks
KITDetection Model=EoA, Attack=Fiberfox GET (CAP), Category=Non-Throughput2025.0699.97
KNOWMLDetection Model=DA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.0699.85
KNOWMLDetection Model=EoA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.0699.85
KITDetection Model=DA, Attack=Fiberfox GET (CAP), Category=Non-Throughput2025.0699.57
KNOWMLDetection Model=GMM, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.0698.44
KNOWMLDetection Model=GMM, Attack=Fiberfox SLOW (CAP), Category=Composite2025.0698.25
KNOWMLDetection Model=GMM, Attack=HTTP Overflow (CAP), Category=Out-of-Dimension2025.0698.17
KNOWMLDetection Model=EoA, Attack=HTTP Overflow (CAP), Category=Out-of-Dimension2025.0698
KNOWMLDetection Model=DA, Attack=Fiberfox SLOW (CAP), Category=Composite2025.0697.96
KNOWMLDetection Model=EoA, Attack=Fiberfox SLOW (CAP), Category=Composite2025.0697.96
KNOWMLDetection Model=DA, Attack=HTTP Overflow (CAP), Category=Out-of-Dimension2025.0697.7
KNOWMLDetection Model=GMM, Attack=Fiberfox GET (CAP), Category=Non-Throughput2025.0697.66
KNOWMLDetection Model=DA, Attack=Fiberfox GET (CAP), Category=Non-Throughput2025.0697.42
KNOWMLDetection Model=EoA, Attack=Fiberfox GET (CAP), Category=Non-Throughput2025.0697.42
SFSDetection Model=GMM, Attack=Fiberfox AVB (CAP), Category=Non-Throughput2025.0696.22
KNOWMLDetection Model=GMM, Attack=Fiberfox STRESS (CAP), Category=Composite2025.0696.05
SFSDetection Model=GMM, Attack=Fiberfox STRESS (CAP), Category=Composite2025.0693.12
KNOWMLDetection Model=EoA, Attack=Fiberfox STRESS (CAP), Category=Composite2025.0692.95
KNOWMLDetection Model=DA, Attack=Fiberfox STRESS (CAP), Category=Composite2025.0692.91
KNOWMLDetection Model=EoA, Attack=Low rate TCP (CAP), Category=Non-Throughput2025.0692.77
KNOWMLDetection Model=EoA, Attack=Nkiller2 (CAP), Category=Out-of-Dimension2025.0692.76
KNOWMLDetection Model=DA, Attack=Low rate TCP (CAP), Category=Non-Throughput2025.0691.94
KNOWMLDetection Model=DA, Attack=Nkiller2 (CAP), Category=Out-of-Dimension2025.0691.9
KNOWMLDetection Model=GMM, Attack=Fiberfox BYPASS (CAP), Category=Non-Throughput2025.0691.85
KNOWMLDetection Model=GMM, Attack=Nkiller2 (CAP), Category=Out-of-Dimension2025.0688.41
CICDetection Model=GMM, Attack=Nkiller2 (CAP), Category=Out-of-Dimension2025.0686.96
CICDetection Model=GMM, Attack=Low rate TCP (CAP), Category=Non-Throughput2025.0686.96
KNOWMLDetection Model=EoA, Attack=Fiberfox AVB (CAP), Category=Non-Throughput2025.0686.38
KNOWMLDetection Model=DA, Attack=Fiberfox BYPASS (CAP), Category=Non-Throughput2025.0685.76
KNOWMLDetection Model=GMM, Attack=Fiberfox AVB (CAP), Category=Non-Throughput2025.0685.23
KNOWMLDetection Model=EoA, Attack=Fiberfox BYPASS (CAP), Category=Non-Throughput2025.0684.31
KNOWMLDetection Model=GMM, Attack=Low rate TCP (CAP), Category=Non-Throughput2025.0676.99
KNOWMLDetection Model=DA, Attack=Fiberfox AVB (CAP), Category=Non-Throughput2025.0676.49
SFSDetection Model=GMM, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.060
CICDetection Model=GMM, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.060
KITDetection Model=GMM, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.060
SFSDetection Model=DA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.060
CICDetection Model=DA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.060
KITDetection Model=DA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.060
SFSDetection Model=EoA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.060
CICDetection Model=EoA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.060
KITDetection Model=EoA, Attack=HTTP Mal (CAP), Category=Out-of-Dimension2025.060