Image Classification on CIFAR-10 beta=0.3 (test)
10.85MAEFedAvg
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedAvgAttack Ratio=10%, Attack Method=ByzMean2025.03 | 10.85 | — | |
| FedAvgAttack Ratio=20%, Attack Method=ByzMean2025.03 | 10.95 | — | |
| MKrumAttack Ratio=10%, Attack Method=ByzMean2025.03 | 65.61 | — | |
| MKrumAttack Ratio=20%, Attack Method=ByzMean2025.03 | 67.99 | — | |
| RFAAttack Ratio=10%, Attack Method=ByzMean2025.03 | 77.02 | — | |
| RFAAttack Ratio=20%, Attack Method=ByzMean2025.03 | 77.43 | — | |
| SignGuardAttack Ratio=20%, Attack Method=ByzMean2025.03 | 85.11 | — | |
| AlignInsAttack Ratio=20%, Attack Method=ByzMean2025.03 | 85.32 | — | |
| AlignInsAttack Ratio=10%, Attack Method=ByzMean2025.03 | 85.49 | — | |
| SignGuardAttack Ratio=10%, Attack Method=ByzMean2025.03 | 85.71 | — | |
| centralized learning2022.03 | — | 92.55 | |
| FedAvg2022.03 | — | 79.59 | |
| FedDF2022.03 | — | 80.97 | |
| FedDyn2022.03 | — | 80.15 | |
| FedFTG2022.03 | — | 84.38 | |
| FedGen2022.03 | — | 79.72 | |
| FedProx2022.03 | — | 80.12 | |
| MOON2022.03 | — | 80.97 | |
| SCAFFOLD2022.03 | — | 82.14 |