Image Classification on CIFAR-10 iid (test)
89.23AccuracySignGuard
Evaluation results
| Method | Links | |
|---|---|---|
| SignGuardAttack Ratio=20%, Attack Method=ByzMean2025.03 | 89.23 | |
| AlignInsAttack Ratio=20%, Attack Method=ByzMean2025.03 | 89.23 | |
| AlignInsAttack Ratio=10%, Attack Method=ByzMean2025.03 | 88.54 | |
| SignGuardAttack Ratio=10%, Attack Method=ByzMean2025.03 | 88.45 | |
| RFAAttack Ratio=20%, Attack Method=ByzMean2025.03 | 87.03 | |
| MKrumAttack Ratio=20%, Attack Method=ByzMean2025.03 | 86.87 | |
| MKrumAttack Ratio=10%, Attack Method=ByzMean2025.03 | 86.39 | |
| RFAAttack Ratio=10%, Attack Method=ByzMean2025.03 | 86.03 | |
| FedAvgModel=AlexNet2025.12 | 68.41 | |
| FedOLFModel=AlexNet, TOA setting=no TOA2025.12 | 66.98 | |
| FedOLFModel=AlexNet, TOA setting=s = 0.752025.12 | 63.7 | |
| FedOLFModel=AlexNet, TOA setting=s = 0.52025.12 | 62.05 | |
| HeteroFLModel=AlexNet2025.12 | 58.03 | |
| CoCoFLModel=AlexNet2025.12 | 53.92 | |
| SLTModel=AlexNet2025.12 | 49.73 | |
| AdaptiveFLModel=AlexNet2025.12 | 49.42 | |
| FjORDModel=AlexNet2025.12 | 27.8 | |
| FedAvgAttack Ratio=20%, Attack Method=ByzMean2025.03 | 20.71 | |
| ScaleFLModel=AlexNet2025.12 | 20.28 | |
| FedAvgAttack Ratio=10%, Attack Method=ByzMean2025.03 | 18.62 | |
| FeddropModel=AlexNet2025.12 | 14.33 | |
| DepthFLModel=AlexNet2025.12 | 10.52 |