Poisoning Attack Mitigation on FashionMNIST
87.8F1 ScoreGShield
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GShieldSafeRound=5, PMR=5%2025.12 | 87.8 | 95.922 | |
| GShieldSafeRound=15, PMR=5%2025.12 | 87.8 | 97.27 | |
| GShieldSafeRound=10, PMR=5%2025.12 | 87.7 | 95.9 | |
| GShieldSafeRound=5, PMR=10%2025.12 | 87.6 | 93.614 | |
| GShieldSafeRound=10, PMR=10%2025.12 | 87.4 | 93.71 | |
| GShieldSafeRound=10, PMR=15%2025.12 | 87.3 | 93.56 | |
| GShieldSafeRound=5, PMR=15%2025.12 | 87.2 | 93.226 | |
| GShieldSafeRound=15, PMR=15%2025.12 | 87.2 | 95.19 | |
| GShieldSafeRound=15, PMR=20%2025.12 | 87.2 | 94.53 | |
| GShieldSafeRound=10, PMR=20%2025.12 | 87.1 | 92.6 | |
| GShieldSafeRound=15, PMR=10%2025.12 | 87.1 | 94.64 | |
| FLAMESafeRound=5, PMR=5%2025.12 | 87 | 95.554 | |
| GShieldSafeRound=5, PMR=20%2025.12 | 86.8 | 93.326 | |
| GShieldSafeRound=15, PMR=25%2025.12 | 86.6 | 93.98 | |
| MedianSafeRound=5, PMR=5%2025.12 | 86.5 | 94.958 | |
| GShieldSafeRound=5, PMR=25%2025.12 | 86.3 | 92.28 | |
| GShieldSafeRound=10, PMR=25%2025.12 | 85.8 | 90.17 | |
| KrumSafeRound=5, PMR=5%2025.12 | 85.4 | 94.456 | |
| TMeanSafeRound=5, PMR=5%2025.12 | 83.1 | 93.306 |