Federated Image Classification on CIFAR-10 IID (test)
92.04CBA MTAFedAvg
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FedAvg2026.05 | 92.04 | 99.34 | 92.27 | 21.21 | 92.16 | 97.62 | 92.16 | 72.72 | |
| FLShield2026.05 | 91.97 | 96.97 | 91.68 | 34.56 | 91.48 | 95.43 | 91.71 | 75.65 | |
| SPMC2026.05 | 91.77 | 99.09 | 92.07 | 31.84 | 91.8 | 98.25 | 91.88 | 76.39 | |
| AlignIns2026.05 | 91.42 | 0.23 | 90.65 | 0.27 | 90.83 | 0.29 | 90.97 | 0.26 | |
| FoolsGold2026.05 | 91.22 | 0.28 | 90.96 | 0.37 | 90.88 | 0.74 | 91.02 | 0.46 | |
| FedSurrogate2026.05 | 91.17 | 0.28 | 91.15 | 0.34 | 91.35 | 0.48 | 91.22 | 0.37 | |
| Snowball2026.05 | 89.17 | 0.4 | 87.67 | 0.5 | 84.59 | 0.76 | 87.14 | 0.55 | |
| FedGrad2026.05 | 89.1 | 0.6 | 90.21 | 0.43 | 85.06 | 99.92 | 88.12 | 33.65 | |
| FLAME2026.05 | 88.88 | 0.76 | 88.83 | 0.7 | 88.06 | 0.66 | 88.59 | 0.71 |