Adversarial Robustness on CIFAR-10 IID (test)
74.2LF Attack Accuracy (10% Ratio)DP2Guard
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DP2GuardBackbone=ResNet-18, Setting=IID2025.07 | 74.2 | 73.9 | 73.5 | 72.4 | 73.4 | 72.5 | 72.3 | 71 | 74 | 73.5 | 73 | 72.2 | 74 | 73.5 | 73 | 72.7 | |
| DnCBackbone=ResNet-18, Setting=IID2025.07 | 73.5 | 72.9 | 72.4 | 71.8 | 71.1 | 69.6 | 69 | 66.5 | 72 | 71.4 | 71 | 69.1 | 72.2 | 71.2 | 70.7 | 69.4 | |
| ShieldFLBackbone=ResNet-18, Setting=IID2025.07 | 73 | 72.6 | 72.4 | 71.5 | 73 | 71.4 | 70.1 | 67.2 | 73 | 72 | 71.2 | 70.4 | 73.3 | 72.6 | 72 | 70.9 | |
| FLTrustBackbone=ResNet-18, Setting=IID2025.07 | 72.5 | 72 | 71.5 | 70.2 | 72.5 | 71 | 70.5 | 68.7 | 72.2 | 71 | 70.5 | 68.7 | 72 | 71.7 | 71 | 69.7 | |
| MultiKrumBackbone=ResNet-18, Setting=IID2025.07 | 71 | 70.4 | 69.2 | 67 | 68.1 | 62.8 | 52.2 | 38.3 | 70.2 | 68 | 64.2 | 57.6 | 70.7 | 68 | 64.2 | 57.6 | |
| FedAvgBackbone=ResNet-18, Setting=IID2025.07 | 65 | 62.4 | 58 | 50.3 | 58 | 47.4 | 28 | 10 | 64 | 61.4 | 55 | 44.1 | 64 | 60.4 | 55 | 47.1 |