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Intrusion Detection on CIC-IDS 2018

98AccuracyPenTiDef
62.6471.828190.18Feb 20, 2026

Evaluation results

MethodLinks
PenTiDefAttack Type=Un-Med, Percentage of Adversaries=10%2026.0298—
PenTiDefAttack Type=Un-Med, Percentage of Adversaries=20%2026.0298—
PenTiDefAttack Type=LF, Percentage of Adversaries=10%2026.0297—
FedCCAttack Type=Un-Krum, Percentage of Adversaries=10%2026.0297—
FlareAttack Type=WS, Percentage of Adversaries=20%2026.0297—
PenTiDefAttack Type=Un-Krum, Percentage of Adversaries=20%2026.0297—
PenTiDefAttack Type=Un-Med, Percentage of Adversaries=40%2026.0297—
FlareAttack Type=LF, Percentage of Adversaries=10%2026.0296—
FedCCAttack Type=LF, Percentage of Adversaries=10%2026.0296—
PenTiDefAttack Type=WS, Percentage of Adversaries=10%2026.0296—
PenTiDefAttack Type=Un-Krum, Percentage of Adversaries=10%2026.0296—
FlareAttack Type=Un-Med, Percentage of Adversaries=10%2026.0296—
FedCCAttack Type=Un-Med, Percentage of Adversaries=10%2026.0296—
PenTiDefAttack Type=LF, Percentage of Adversaries=20%2026.0296—
PenTiDefAttack Type=WS, Percentage of Adversaries=20%2026.0296—
FedCCAttack Type=Un-Krum, Percentage of Adversaries=20%2026.0296—
PenTiDefAttack Type=LF, Percentage of Adversaries=40%2026.0296—
FedCCAttack Type=WS, Percentage of Adversaries=40%2026.0296—
PenTiDefAttack Type=WS, Percentage of Adversaries=40%2026.0296—
FlareAttack Type=Un-Krum, Percentage of Adversaries=40%2026.0296—
FlareAttack Type=WS, Percentage of Adversaries=10%2026.0295—
FedCCAttack Type=WS, Percentage of Adversaries=10%2026.0295—
FlareAttack Type=Un-Krum, Percentage of Adversaries=10%2026.0295—
FedCCAttack Type=LF, Percentage of Adversaries=20%2026.0295—
FedCCAttack Type=WS, Percentage of Adversaries=20%2026.0295—
FlareAttack Type=Un-Krum, Percentage of Adversaries=20%2026.0295—
FlareAttack Type=Un-Med, Percentage of Adversaries=20%2026.0295—
FedCCAttack Type=LF, Percentage of Adversaries=40%2026.0295—
FlareAttack Type=LF, Percentage of Adversaries=20%2026.0293—
FedCCAttack Type=Un-Med, Percentage of Adversaries=20%2026.0293—
PenTiDefAttack Type=Un-Krum, Percentage of Adversaries=40%2026.0293—
FlareAttack Type=LF, Percentage of Adversaries=40%2026.0292—
FlareAttack Type=WS, Percentage of Adversaries=40%2026.0292—
FedCCAttack Type=Un-Med, Percentage of Adversaries=40%2026.0292—
FlareAttack Type=Un-Med, Percentage of Adversaries=40%2026.0291—
FedCCAttack Type=Un-Krum, Percentage of Adversaries=40%2026.0288—
No-DefAttack Type=LF, Percentage of Adversaries=10%2026.0277—
No-DefAttack Type=WS, Percentage of Adversaries=10%2026.0276—
No-DefAttack Type=WS, Percentage of Adversaries=20%2026.0276—
No-DefAttack Type=LF, Percentage of Adversaries=20%2026.0275—
No-DefAttack Type=Un-Krum, Percentage of Adversaries=10%2026.0273—
No-DefAttack Type=Un-Med, Percentage of Adversaries=10%2026.0273—
No-DefAttack Type=Un-Krum, Percentage of Adversaries=20%2026.0272—
No-DefAttack Type=LF, Percentage of Adversaries=40%2026.0271—
No-DefAttack Type=WS, Percentage of Adversaries=40%2026.0268—
No-DefAttack Type=Un-Med, Percentage of Adversaries=40%2026.0267—
No-DefAttack Type=Un-Med, Percentage of Adversaries=20%2026.0265—
No-DefAttack Type=Un-Krum, Percentage of Adversaries=40%2026.0264—
Li et al.Rounds/Epochs=3-7 rounds2026.06—93
Li et al.Rounds/Epochs=3–7 rounds2026.06—93