Federated Image Classification on Fashion-MNIST (test)
82.4AccuracyFoolsGold
Evaluation results
| Method | Links | |
|---|---|---|
| FoolsGoldAttack Type=Sign Flipping, Byzantine client fraction=20%2026.02 | 82.4 | |
| TinyGuardAttack Type=Random Noise, Byzantine client fraction=20%2026.02 | 79.6 | |
| TinyGuardAttack Type=Average, Byzantine client fraction=20%2026.02 | 79 | |
| Trimmed MeanAttack Type=Random Noise, Byzantine client fraction=20%2026.02 | 79 | |
| TinyGuardAttack Type=Label Flipping, Byzantine client fraction=20%2026.02 | 78.9 | |
| TinyGuardAttack Type=Scaling (beta = 5), Byzantine client fraction=20%2026.02 | 78.8 | |
| Trimmed MeanAttack Type=Sign Flipping, Byzantine client fraction=20%2026.02 | 78.7 | |
| FoolsGoldAttack Type=Scaling (beta = 5), Byzantine client fraction=20%2026.02 | 78.6 | |
| TinyGuardAttack Type=Sign Flipping, Byzantine client fraction=20%2026.02 | 78.3 | |
| Trimmed MeanAttack Type=Average, Byzantine client fraction=20%2026.02 | 78.2 | |
| Trimmed MeanAttack Type=Scaling (beta = 5), Byzantine client fraction=20%2026.02 | 78.1 | |
| FoolsGoldAttack Type=Label Flipping, Byzantine client fraction=20%2026.02 | 77.4 | |
| Trimmed MeanAttack Type=Label Flipping, Byzantine client fraction=20%2026.02 | 77.3 | |
| FoolsGoldAttack Type=Average, Byzantine client fraction=20%2026.02 | 75.2 | |
| KrumAttack Type=Random Noise, Byzantine client fraction=20%2026.02 | 63.4 | |
| FoolsGoldAttack Type=Random Noise, Byzantine client fraction=20%2026.02 | 62.2 | |
| KrumAttack Type=Scaling (beta = 5), Byzantine client fraction=20%2026.02 | 59.2 | |
| KrumAttack Type=Average, Byzantine client fraction=20%2026.02 | 49.5 | |
| KrumAttack Type=Sign Flipping, Byzantine client fraction=20%2026.02 | 30.7 | |
| KrumAttack Type=Label Flipping, Byzantine client fraction=20%2026.02 | 25.1 |