Malicious Client Detection on MNIST alpha=0.5 (non-IID)
100CBA True Positive Rate (TPR)FedGrad
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedGradpdr=0.3, alpha=0.52026.05 | 100 | 57.4 | 99.3 | 57.2 | 45.5 | 80.2 | |
| FLAMEpdr=0.3, alpha=0.52026.05 | 100 | 31.9 | 100 | 31.9 | 100 | 32 | |
| Snowballpdr=0.3, alpha=0.52026.05 | 100 | 87.6 | 100 | 87.6 | 100 | 87.6 | |
| FedSurrogatepdr=0.3, alpha=0.52026.05 | 100 | 1.1 | 100 | 1.1 | 99.5 | 1.2 | |
| FoolsGoldpdr=0.3, alpha=0.5, Weight-based classification threshold=< 0.52026.05 | 99.5 | 7.7 | 97.5 | 7.5 | 98 | 7 | |
| AlignInspdr=0.3, alpha=0.52026.05 | 35.7 | 49.2 | 81.2 | 41.2 | 99.3 | 27.8 | |
| FLShieldpdr=0.3, alpha=0.52026.05 | 22.8 | 1.8 | 25.8 | 1.4 | 6.2 | 6.6 | |
| SPMCpdr=0.3, alpha=0.52026.05 | 1 | 7.2 | 1 | 7.2 | 1 | 7.2 |