Image Classification on MNIST IID (test) (Adversarial Attack Robustness)
97.2LF Attack Robustness (10% Ratio)DP2Guard
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DP2GuardSetting=IID2025.07 | 97.2 | 96.9 | 96.6 | 95.4 | 96.4 | 95.4 | 95.3 | 95 | 97 | 96.5 | 96 | 95.2 | 97 | 96.5 | 96 | 95.7 | |
| DnCSetting=IID2025.07 | 97 | 96.59 | 96.26 | 95 | 95.1 | 93.6 | 93 | 92.5 | 96 | 95.4 | 95 | 94.1 | 95.9 | 95.2 | 94.7 | 93.7 | |
| ShieldFLSetting=IID2025.07 | 96.9 | 96.6 | 96.24 | 94.5 | 96 | 95.4 | 94.1 | 93.3 | 96.8 | 96 | 95.2 | 94.4 | 96.5 | 96 | 95.6 | 95.1 | |
| FLTrustSetting=IID2025.07 | 96.5 | 96.2 | 95.9 | 94.6 | 96.4 | 95 | 94 | 93.4 | 95.9 | 95.2 | 94.7 | 94.1 | 96 | 95.4 | 95 | 94.7 | |
| MultiKrumSetting=IID2025.07 | 96 | 95.8 | 95.4 | 94 | 95.1 | 90.8 | 85.2 | 74.3 | 96.2 | 95 | 94 | 85.5 | 95.7 | 94 | 92 | 86.3 | |
| FedAvgSetting=IID2025.07 | 95.2 | 93.4 | 90.1 | 85.3 | 90 | 84.2 | 65.4 | 10.1 | 95 | 92.4 | 87 | 80.3 | 94 | 90.4 | 86 | 82.9 |