Federated Learning Poisoning Attack Mitigation on CSE-CIC-IDS2018 (test)
98.39F1 ScoreGShield
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GShieldSafeRound=5, PMR=10%2025.12 | 98.39 | 90.128 | |
| GShieldSafeRound=10, PMR=20%2025.12 | 98.29 | 84.032 | |
| GShieldSafeRound=5, PMR=15%2025.12 | 98.22 | 86.265 | |
| GShieldSafeRound=5, PMR=5%2025.12 | 98.21 | 91.094 | |
| GShieldSafeRound=15, PMR=15%2025.12 | 98.17 | 86.213 | |
| GShieldSafeRound=5, PMR=25%2025.12 | 98.05 | 83.716 | |
| GShieldSafeRound=15, PMR=5%2025.12 | 98 | 91.276 | |
| FLAMESafeRound=15, PMR=5%2025.12 | 97.89 | 86.332 | |
| FLAMESafeRound=10, PMR=5%2025.12 | 97.8 | 85.648 | |
| GShieldSafeRound=10, PMR=10%2025.12 | 97.73 | 89.754 | |
| GShieldSafeRound=15, PMR=20%2025.12 | 97.73 | 85.412 | |
| GShieldSafeRound=5, PMR=20%2025.12 | 97.66 | 84.267 | |
| FLAMESafeRound=5, PMR=5%2025.12 | 97.65 | 85.338 | |
| GShieldSafeRound=10, PMR=25%2025.12 | 97.58 | 89.977 | |
| KrumSafeRound=5, PMR=25%2025.12 | 97.5 | 53.999 | |
| GShieldSafeRound=10, PMR=5%2025.12 | 97.45 | 91.919 | |
| FLAMESafeRound=5, PMR=25%2025.12 | 97.42 | 54.949 | |
| KrumSafeRound=5, PMR=5%2025.12 | 97.4 | 86.314 | |
| KrumSafeRound=10, PMR=5%2025.12 | 97.4 | 86.641 | |
| GShieldSafeRound=15, PMR=25%2025.12 | 97.4 | 91.213 | |
| GShieldSafeRound=10, PMR=15%2025.12 | 97.39 | 87.239 | |
| GShieldSafeRound=15, PMR=10%2025.12 | 97.39 | 89.513 | |
| TMeanSafeRound=5, PMR=5%2025.12 | 97.29 | 84.237 | |
| TMeanSafeRound=10, PMR=5%2025.12 | 97.28 | 84.273 | |
| TMeanSafeRound=15, PMR=5%2025.12 | 97.28 | 84.739 | |
| FLAMESafeRound=5, PMR=10%2025.12 | 97.147 | 72.567 | |
| MedianSafeRound=5, PMR=5%2025.12 | 97.14 | 67.756 | |
| MedianSafeRound=15, PMR=5%2025.12 | 97.13 | 71.413 | |
| KrumSafeRound=5, PMR=20%2025.12 | 97.1 | 63.276 | |
| FLAMESafeRound=10, PMR=25%2025.12 | 97.06 | 54.114 | |
| MedianSafeRound=10, PMR=5%2025.12 | 97.02 | 69.721 | |
| FLAMESafeRound=10, PMR=10%2025.12 | 96.99 | 72.71 | |
| TMeanSafeRound=10, PMR=25%2025.12 | 96.92 | 52.155 | |
| FLAMESafeRound=15, PMR=10%2025.12 | 96.91 | 77.834 | |
| FLAMESafeRound=5, PMR=20%2025.12 | 96.83 | 54.125 | |
| FLAMESafeRound=5, PMR=15%2025.12 | 96.82 | 55.171 | |
| FLAMESafeRound=15, PMR=25%2025.12 | 96.81 | 58.111 | |
| TMeanSafeRound=5, PMR=10%2025.12 | 96.76 | 71.057 | |
| TMeanSafeRound=15, PMR=25%2025.12 | 96.74 | 52.405 | |
| FLAMESafeRound=10, PMR=15%2025.12 | 96.63 | 55.677 | |
| KrumSafeRound=15, PMR=5%2025.12 | 96.6 | 86.321 | |
| FLAMESafeRound=15, PMR=15%2025.12 | 96.54 | 57.122 | |
| KrumSafeRound=5, PMR=15%2025.12 | 96.5 | 53.57 | |
| TMeanSafeRound=10, PMR=10%2025.12 | 96.43 | 71.819 | |
| TMeanSafeRound=5, PMR=15%2025.12 | 96.42 | 53.305 | |
| FLAMESafeRound=10, PMR=20%2025.12 | 96.41 | 55.584 | |
| KrumSafeRound=10, PMR=15%2025.12 | 96.4 | 56.111 | |
| TMeanSafeRound=15, PMR=10%2025.12 | 96.34 | 70.516 | |
| FLAMESafeRound=15, PMR=20%2025.12 | 96.17 | 54.712 | |
| TMeanSafeRound=10, PMR=15%2025.12 | 96.15 | 52.925 | |
| TMeanSafeRound=5, PMR=25%2025.12 | 96.08 | 53.02 | |
| TMeanSafeRound=5, PMR=20%2025.12 | 96.01 | 51.724 | |
| KrumSafeRound=5, PMR=10%2025.12 | 96 | 70.163 | |
| KrumSafeRound=10, PMR=10%2025.12 | 96 | 72.561 | |
| KrumSafeRound=15, PMR=10%2025.12 | 96 | 71.473 | |
| TMeanSafeRound=10, PMR=20%2025.12 | 95.97 | 52.576 | |
| TMeanSafeRound=15, PMR=15%2025.12 | 95.97 | 57.298 | |
| TMeanSafeRound=15, PMR=20%2025.12 | 95.77 | 53.013 | |
| MedianSafeRound=5, PMR=25%2025.12 | 95.62 | 59.868 | |
| KrumSafeRound=10, PMR=25%2025.12 | 95.6 | 56.626 | |
| MedianSafeRound=5, PMR=20%2025.12 | 95.42 | 52.158 | |
| MedianSafeRound=10, PMR=20%2025.12 | 95.42 | 56.327 | |
| MedianSafeRound=15, PMR=20%2025.12 | 95.35 | 59.302 | |
| MedianSafeRound=10, PMR=25%2025.12 | 95.34 | 52.814 | |
| MedianSafeRound=5, PMR=10%2025.12 | 95.3 | 62.979 | |
| MedianSafeRound=15, PMR=25%2025.12 | 95.29 | 50.01 | |
| MedianSafeRound=15, PMR=10%2025.12 | 95.15 | 75.897 | |
| MedianSafeRound=10, PMR=10%2025.12 | 95.12 | 74.435 | |
| KrumSafeRound=15, PMR=15%2025.12 | 94.9 | 62.773 | |
| KrumSafeRound=15, PMR=25%2025.12 | 94.8 | 57.709 | |
| MedianSafeRound=10, PMR=15%2025.12 | 94.79 | 37.903 | |
| MedianSafeRound=15, PMR=15%2025.12 | 94.76 | 55.617 | |
| MedianSafeRound=5, PMR=15%2025.12 | 94.66 | 41.851 | |
| KrumSafeRound=15, PMR=20%2025.12 | 94 | 56.86 | |
| KrumSafeRound=10, PMR=20%2025.12 | 93.1 | 54.547 |