Federated Learning Poisoning Attack Mitigation on CIC-Darknet 2020 (test)
88.11F1 ScoreGShield
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GShieldSafeRound=10, PMR=10%2025.12 | 88.11 | 87.7 | |
| GShieldSafeRound=15, PMR=10%2025.12 | 87.99 | 87.611 | |
| GShieldSafeRound=15, PMR=5%2025.12 | 87.81 | 81.409 | |
| GShieldSafeRound=5, PMR=10%2025.12 | 87.8 | 88.364 | |
| GShieldSafeRound=10, PMR=5%2025.12 | 87.69 | 79.728 | |
| GShieldSafeRound=5, PMR=25%2025.12 | 87.61 | 76.848 | |
| GShieldSafeRound=5, PMR=5%2025.12 | 87.47 | 79.466 | |
| GShieldSafeRound=5, PMR=20%2025.12 | 87.37 | 83.247 | |
| GShieldSafeRound=10, PMR=25%2025.12 | 87.35 | 75.24 | |
| GShieldSafeRound=15, PMR=15%2025.12 | 87.35 | 87.262 | |
| GShieldSafeRound=15, PMR=20%2025.12 | 87.18 | 84.595 | |
| GShieldSafeRound=10, PMR=20%2025.12 | 86.88 | 83.573 | |
| GShieldSafeRound=10, PMR=15%2025.12 | 86.87 | 87.933 | |
| GShieldSafeRound=5, PMR=15%2025.12 | 86.62 | 88.94 | |
| GShieldSafeRound=15, PMR=25%2025.12 | 86.42 | 62.256 | |
| KrumSafeRound=10, PMR=10%2025.12 | 84.58 | 69.443 | |
| FLAMESafeRound=5, PMR=10%2025.12 | 84.48 | 74.751 | |
| KrumSafeRound=15, PMR=10%2025.12 | 84.47 | 68.65 | |
| MedianSafeRound=5, PMR=10%2025.12 | 84.03 | 79.935 | |
| KrumSafeRound=5, PMR=10%2025.12 | 83.99 | 60.223 | |
| TMeanSafeRound=10, PMR=10%2025.12 | 83.99 | 75.737 | |
| FLAMESafeRound=10, PMR=10%2025.12 | 83.92 | 74.229 | |
| FLAMESafeRound=15, PMR=10%2025.12 | 83.91 | 74.092 | |
| KrumSafeRound=15, PMR=5%2025.12 | 83.77 | 63.753 | |
| TMeanSafeRound=5, PMR=10%2025.12 | 83.73 | 76.016 | |
| KrumSafeRound=10, PMR=5%2025.12 | 83.73 | 63.559 | |
| MedianSafeRound=10, PMR=10%2025.12 | 83.72 | 79.636 | |
| MedianSafeRound=15, PMR=10%2025.12 | 83.69 | 75.21 | |
| FLAMESafeRound=5, PMR=5%2025.12 | 83.66 | 36.213 | |
| MedianSafeRound=15, PMR=15%2025.12 | 82.71 | 53.99 | |
| MedianSafeRound=10, PMR=15%2025.12 | 82.59 | 52.264 | |
| TMeanSafeRound=5, PMR=15%2025.12 | 82.44 | 27.157 | |
| FLAMESafeRound=15, PMR=15%2025.12 | 82.37 | 48.013 | |
| FLAMESafeRound=10, PMR=15%2025.12 | 82.2 | 45.472 | |
| KrumSafeRound=5, PMR=15%2025.12 | 81.91 | 30.076 | |
| TMeanSafeRound=15, PMR=10%2025.12 | 81.64 | 40.176 | |
| TMeanSafeRound=15, PMR=15%2025.12 | 81.13 | 38.155 | |
| KrumSafeRound=15, PMR=15%2025.12 | 80.94 | 35.156 | |
| KrumSafeRound=10, PMR=15%2025.12 | 80.78 | 32.988 | |
| FLAMESafeRound=5, PMR=15%2025.12 | 80.31 | 44.598 | |
| TMeanSafeRound=10, PMR=15%2025.12 | 79.97 | 31.724 | |
| FLAMESafeRound=15, PMR=5%2025.12 | 79.56 | 39.895 | |
| FLAMESafeRound=10, PMR=5%2025.12 | 79.15 | 37.891 | |
| KrumSafeRound=5, PMR=5%2025.12 | 78.9 | 36.054 | |
| MedianSafeRound=5, PMR=15%2025.12 | 78.84 | 53.184 | |
| TMeanSafeRound=15, PMR=5%2025.12 | 75.92 | 69.41 | |
| TMeanSafeRound=10, PMR=5%2025.12 | 74.28 | 18.518 | |
| KrumSafeRound=15, PMR=20%2025.12 | 73.83 | 4.866 | |
| KrumSafeRound=10, PMR=20%2025.12 | 73.64 | 2.96 | |
| FLAMESafeRound=5, PMR=20%2025.12 | 73.28 | 1.166 | |
| FLAMESafeRound=15, PMR=20%2025.12 | 73.27 | 4.157 | |
| MedianSafeRound=5, PMR=5%2025.12 | 73.13 | 35.313 | |
| FLAMESafeRound=10, PMR=20%2025.12 | 72.91 | 2.542 | |
| KrumSafeRound=15, PMR=25%2025.12 | 72.61 | 2.381 | |
| KrumSafeRound=5, PMR=20%2025.12 | 72.53 | 1.223 | |
| MedianSafeRound=15, PMR=20%2025.12 | 72.41 | 5.445 | |
| TMeanSafeRound=15, PMR=20%2025.12 | 72.37 | 3.687 | |
| KrumSafeRound=10, PMR=25%2025.12 | 72.23 | 0.879 | |
| FLAMESafeRound=5, PMR=25%2025.12 | 72.07 | 0.216 | |
| TMeanSafeRound=10, PMR=20%2025.12 | 72.01 | 1.937 | |
| MedianSafeRound=5, PMR=20%2025.12 | 71.91 | 1.36 | |
| MedianSafeRound=10, PMR=20%2025.12 | 71.71 | 2.379 | |
| TMeanSafeRound=5, PMR=20%2025.12 | 71.62 | 1.094 | |
| MedianSafeRound=15, PMR=5%2025.12 | 71.54 | 24.117 | |
| MedianSafeRound=10, PMR=5%2025.12 | 71.52 | 60.094 | |
| TMeanSafeRound=5, PMR=5%2025.12 | 71.44 | 14.582 | |
| FLAMESafeRound=15, PMR=25%2025.12 | 71.19 | 1.792 | |
| TMeanSafeRound=15, PMR=25%2025.12 | 71.15 | 1.595 | |
| KrumSafeRound=5, PMR=25%2025.12 | 71.08 | 0.224 | |
| FLAMESafeRound=10, PMR=25%2025.12 | 70.85 | 0.72 | |
| MedianSafeRound=5, PMR=25%2025.12 | 70.76 | 0 | |
| TMeanSafeRound=10, PMR=25%2025.12 | 70.75 | 0.394 | |
| MedianSafeRound=10, PMR=25%2025.12 | 70.13 | 0.24 | |
| TMeanSafeRound=5, PMR=25%2025.12 | 70.12 | 0.201 | |
| MedianSafeRound=15, PMR=25%2025.12 | 69.97 | 0.492 |