Backdoor Defense on MNIST alpha=0.5 (non-IID)
99.28CBA MTASPMC
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SPMCpdr=0.3, alpha=0.52026.05 | 99.28 | 99.97 | 99.25 | 99.24 | 99.22 | 99.93 | 99.25 | 99.71 | |
| FedAvgpdr=0.3, alpha=0.52026.05 | 99.15 | 99.97 | 99.17 | 99.2 | 99.15 | 99.9 | 99.16 | 99.69 | |
| FLShieldpdr=0.3, alpha=0.52026.05 | 99.14 | 99.92 | 99.23 | 99.04 | 99.14 | 99.92 | 99.17 | 99.63 | |
| AlignInspdr=0.3, alpha=0.52026.05 | 99.11 | 99.93 | 99.03 | 5.12 | 99.02 | 0.07 | 99.05 | 35.04 | |
| FedSurrogatepdr=0.3, alpha=0.52026.05 | 99.11 | 0.09 | 99.13 | 0.08 | 99.07 | 0.11 | 99.1 | 0.09 | |
| FLAMEpdr=0.3, alpha=0.52026.05 | 98.91 | 0.12 | 98.9 | 0.12 | 98.88 | 0.14 | 98.9 | 0.13 | |
| Snowballpdr=0.3, alpha=0.52026.05 | 98.83 | 0.05 | 98.89 | 0.06 | 98.78 | 0.11 | 98.83 | 0.07 | |
| FoolsGoldpdr=0.3, alpha=0.52026.05 | 98.79 | 0.16 | 98.84 | 7.12 | 98.8 | 0.62 | 98.81 | 2.63 | |
| FedGradpdr=0.3, alpha=0.52026.05 | 97.12 | 0.34 | 97.82 | 0.38 | 91.98 | 99.84 | 95.64 | 33.52 |