Intrusion Detection on Edge-IIoTset
97.2AccuracyZTA-FL
Evaluation results
| Method | Links | |
|---|---|---|
| ZTA-FLAttack Type=Label Flipping, beta=0.12025.12 | 97.2 | |
| ZTA-FLAttack Type=Gradient Manipulation, beta=0.12025.12 | 96.8 | |
| FLAMEAttack Type=Label Flipping, beta=0.12025.12 | 96 | |
| FlareAttack type=GAN-Con, Adversary rate=20%2026.02 | 96 | |
| ZTA-FLAttack Type=Label Flipping, beta=0.22025.12 | 95.8 | |
| FLTrustAttack Type=Label Flipping, beta=0.12025.12 | 95.6 | |
| FLAMEAttack Type=Gradient Manipulation, beta=0.12025.12 | 95.5 | |
| FLTrustAttack Type=Gradient Manipulation, beta=0.12025.12 | 95.1 | |
| FedCCAttack type=GAN-ML, Adversary rate=20%2026.02 | 95 | |
| PenTiDefAttack type=GAN-Con, Adversary rate=20%2026.02 | 95 | |
| PenTiDefAttack type=BD, Adversary rate=40%2026.02 | 95 | |
| ZTA-FLAttack Type=Gradient Manipulation, beta=0.22025.12 | 94.3 | |
| PenTiDefAttack type=GAN-SL, Adversary rate=40%2026.02 | 94 | |
| FedCCAttack type=GAN-ML, Adversary rate=10%2026.02 | 94 | |
| PenTiDefAttack type=GAN-ML, Adversary rate=40%2026.02 | 94 | |
| PenTiDefAttack type=GAN-Con, Adversary rate=40%2026.02 | 94 | |
| FlareAttack type=BD, Adversary rate=40%2026.02 | 94 | |
| FedCCAttack type=BD, Adversary rate=40%2026.02 | 94 | |
| ZTA-FLAttack Type=Label Flipping, beta=0.32025.12 | 93.2 | |
| FLAMEAttack Type=Label Flipping, beta=0.22025.12 | 93.1 | |
| FlareAttack type=GAN-SL, Adversary rate=10%2026.02 | 93 | |
| FlareAttack type=GAN-SL, Adversary rate=20%2026.02 | 93 | |
| FlareAttack type=GAN-SL, Adversary rate=40%2026.02 | 93 | |
| FedCCAttack type=GAN-SL, Adversary rate=40%2026.02 | 93 | |
| PenTiDefAttack type=GAN-SL, Adversary rate=20%2026.02 | 93 | |
| FlareAttack type=GAN-ML, Adversary rate=10%2026.02 | 93 | |
| FlareAttack type=GAN-ML, Adversary rate=20%2026.02 | 93 | |
| FedCCAttack type=GAN-ML, Adversary rate=40%2026.02 | 93 | |
| PenTiDefAttack type=GAN-ML, Adversary rate=10%2026.02 | 93 | |
| PenTiDefAttack type=GAN-ML, Adversary rate=20%2026.02 | 93 | |
| FlareAttack type=GAN-Con, Adversary rate=40%2026.02 | 93 | |
| PenTiDefAttack type=GAN-Con, Adversary rate=10%2026.02 | 93 | |
| FedCCAttack type=BD, Adversary rate=10%2026.02 | 93 | |
| PenTiDefAttack type=BD, Adversary rate=10%2026.02 | 93 | |
| PenTiDefAttack type=BD, Adversary rate=20%2026.02 | 93 | |
| FLTrustAttack Type=Label Flipping, beta=0.22025.12 | 92.4 | |
| FLAMEAttack Type=Gradient Manipulation, beta=0.22025.12 | 92.3 | |
| KrumAttack Type=Label Flipping, beta=0.12025.12 | 92.1 | |
| FedCCAttack type=GAN-SL, Adversary rate=10%2026.02 | 92 | |
| FedCCAttack type=GAN-SL, Adversary rate=20%2026.02 | 92 | |
| PenTiDefAttack type=GAN-SL, Adversary rate=10%2026.02 | 92 | |
| FlareAttack type=GAN-ML, Adversary rate=40%2026.02 | 92 | |
| FlareAttack type=GAN-Con, Adversary rate=10%2026.02 | 92 | |
| FedCCAttack type=GAN-Con, Adversary rate=10%2026.02 | 92 | |
| FedCCAttack type=GAN-Con, Adversary rate=40%2026.02 | 92 | |
| FlareAttack type=BD, Adversary rate=10%2026.02 | 92 | |
| FLTrustAttack Type=Gradient Manipulation, beta=0.22025.12 | 91.7 | |
| ZTA-FLAttack Type=Gradient Manipulation, beta=0.32025.12 | 91.7 | |
| KrumAttack Type=Gradient Manipulation, beta=0.12025.12 | 91.5 | |
| FedCCAttack type=BD, Adversary rate=20%2026.02 | 91 | |
| FedProxAttack Type=Label Flipping, beta=0.12025.12 | 90.8 | |
| FLAMEAttack Type=Label Flipping, beta=0.32025.12 | 90.1 | |
| FedCCAttack type=GAN-Con, Adversary rate=20%2026.02 | 90 | |
| FLAMEAttack Type=Gradient Manipulation, beta=0.32025.12 | 89.7 | |
| FLTrustAttack Type=Label Flipping, beta=0.32025.12 | 89.4 | |
| FedAvgAttack Type=Label Flipping, beta=0.12025.12 | 89.3 | |
| FedProxAttack Type=Gradient Manipulation, beta=0.12025.12 | 89.1 | |
| FLTrustAttack Type=Gradient Manipulation, beta=0.32025.12 | 88.2 | |
| FlareAttack type=BD, Adversary rate=20%2026.02 | 88 | |
| FedAvgAttack Type=Gradient Manipulation, beta=0.12025.12 | 87.6 | |
| KrumAttack Type=Label Flipping, beta=0.22025.12 | 87.3 | |
| KrumAttack Type=Gradient Manipulation, beta=0.22025.12 | 86.7 | |
| KrumAttack Type=Gradient Manipulation, beta=0.32025.12 | 83.9 | |
| KrumAttack Type=Label Flipping, beta=0.32025.12 | 82.4 | |
| FedProxAttack Type=Label Flipping, beta=0.22025.12 | 82.1 | |
| FedProxAttack Type=Gradient Manipulation, beta=0.22025.12 | 81.4 | |
| FedAvgAttack Type=Gradient Manipulation, beta=0.22025.12 | 79.2 | |
| FedAvgAttack Type=Label Flipping, beta=0.22025.12 | 78.4 | |
| FedProxAttack Type=Gradient Manipulation, beta=0.32025.12 | 74.8 | |
| FedProxAttack Type=Label Flipping, beta=0.32025.12 | 73.6 | |
| FedAvgAttack Type=Gradient Manipulation, beta=0.32025.12 | 71.3 | |
| FedAvgAttack Type=Label Flipping, beta=0.32025.12 | 67.8 | |
| No-DefAttack type=GAN-ML, Adversary rate=10%2026.02 | 63 | |
| No-DefAttack type=GAN-ML, Adversary rate=20%2026.02 | 63 | |
| No-DefAttack type=GAN-ML, Adversary rate=40%2026.02 | 63 | |
| No-DefAttack type=GAN-Con, Adversary rate=10%2026.02 | 60 | |
| No-DefAttack type=GAN-Con, Adversary rate=20%2026.02 | 60 | |
| No-DefAttack type=GAN-Con, Adversary rate=40%2026.02 | 60 | |
| No-DefAttack type=BD, Adversary rate=10%2026.02 | 59 | |
| No-DefAttack type=BD, Adversary rate=20%2026.02 | 59 | |
| No-DefAttack type=BD, Adversary rate=40%2026.02 | 59 | |
| No-DefAttack type=GAN-SL, Adversary rate=10%2026.02 | 58 | |
| No-DefAttack type=GAN-SL, Adversary rate=20%2026.02 | 58 | |
| No-DefAttack type=GAN-SL, Adversary rate=40%2026.02 | 58 |