Malicious Client Detection on Fashion-MNIST alpha=0.5 (non-IID)
100CBA TPRFedGrad
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedGradpdr=0.3, alpha=0.52026.05 | 100 | 48.4 | 100 | 48.7 | 100 | 48.4 | |
| FLAMEpdr=0.3, alpha=0.52026.05 | 100 | 31.5 | 99.8 | 31.5 | 100 | 31.4 | |
| Snowballpdr=0.3, alpha=0.52026.05 | 100 | 87.6 | 99.8 | 87.7 | 100 | 87.6 | |
| FedSurrogatepdr=0.3, alpha=0.52026.05 | 100 | 1.1 | 99.8 | 1.2 | 100 | 1.2 | |
| FLShieldpdr=0.3, alpha=0.52026.05 | 99 | 1 | 25.5 | 1 | 6.8 | 5.8 | |
| FoolsGoldpdr=0.3, alpha=0.5, Weight-based classification threshold=< 0.52026.05 | 34.7 | 27.3 | 28.7 | 27.6 | 32.5 | 26.9 | |
| AlignInspdr=0.3, alpha=0.52026.05 | 29.7 | 57.5 | 37.5 | 58 | 32.8 | 56.2 | |
| SPMCpdr=0.3, alpha=0.52026.05 | 1 | 7.2 | 1 | 7.2 | 1 | 7.2 |