Malicious Client Detection on CIFAR-10 alpha=0.5 (non-IID)
100CBA TPRFedGrad
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedGradpdr=0.3, alpha=0.52026.05 | 100 | 71.5 | 100 | 54.2 | 1 | 98 | |
| Snowballpdr=0.3, alpha=0.52026.05 | 100 | 87.6 | 100 | 87.6 | 100 | 87.6 | |
| FLAMEpdr=0.3, alpha=0.52026.05 | 99.8 | 31.9 | 99.8 | 31.9 | 100 | 31.9 | |
| FedSurrogatepdr=0.3, alpha=0.52026.05 | 99.8 | 9.1 | 99.5 | 5.2 | 99 | 8.3 | |
| FoolsGoldpdr=0.3, alpha=0.5, Weight-based classification threshold=< 0.52026.05 | 62 | 42.1 | 58 | 39.9 | 99.3 | 32.5 | |
| AlignInspdr=0.3, alpha=0.52026.05 | 33.5 | 40.3 | 35 | 42.2 | 30.5 | 41.9 | |
| FLShieldpdr=0.3, alpha=0.52026.05 | 12.5 | 9.3 | 12.5 | 5.4 | 12 | 6.5 | |
| SPMCpdr=0.3, alpha=0.52026.05 | 1 | 7.2 | 1 | 7.2 | 1 | 7.2 |