Malicious Client Detection on CIFAR-100 alpha=0.5 (non-IID)
100CBA TPRFedGrad
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedGradpdr=0.3, alpha=0.52026.05 | 100 | 44.1 | 100 | 43.1 | 1 | 100 | |
| FLAMEpdr=0.3, alpha=0.52026.05 | 100 | 31.9 | 100 | 31.9 | 100 | 31.9 | |
| Snowballpdr=0.3, alpha=0.52026.05 | 100 | 87.6 | 100 | 87.6 | 100 | 87.6 | |
| AlignInspdr=0.3, alpha=0.52026.05 | 100 | 6.2 | 100 | 9.7 | 95.8 | 28.9 | |
| FedSurrogatepdr=0.3, alpha=0.52026.05 | 99.3 | 5.9 | 99.8 | 2.3 | 98.8 | 7.9 | |
| FoolsGoldpdr=0.3, alpha=0.5, Weight-based classification threshold=< 0.52026.05 | 84 | 21.8 | 77 | 10.6 | 99.8 | 1 | |
| FLShieldpdr=0.3, alpha=0.52026.05 | 28.7 | 1.6 | 33.3 | 5.9 | 25.8 | 1.1 | |
| SPMCpdr=0.3, alpha=0.52026.05 | 1 | 1 | 1 | 1 | 1 | 1 |