Image Classification on CIFAR-10 non-IID (α=0.1) (test)
86.43AccuracyDeepAFL
Evaluation Results
| Method | Links | |
|---|---|---|
| DeepAFLT=202026.02 | 86.43 | |
| DeepAFLT=102026.02 | 85.93 | |
| DeepAFLT=52026.02 | 85.2 | |
| AFLyear=20252026.02 | 80.75 | |
| FedDynyear=20212026.02 | 64.77 | |
| FedNTDyear=20222026.02 | 64.64 | |
| FedGenyear=20212026.02 | 64.14 | |
| FedProxyear=20202026.02 | 64.07 | |
| FedAvgyear=20172026.02 | 64.02 | |
| MOONyear=2021a2026.02 | 63.84 | |
| FedDiscoyear=2023b2026.02 | 63.83 | |
| RI-FedAvgArchitecture=Architecture 1, Communication Rounds=502026.02 | 63.5 | |
| RI-FedAvgArchitecture=Architecture 2, Communication Rounds=502026.02 | 60 | |
| FedDynArchitecture=Architecture 1, Communication Rounds=502026.02 | 58.54 | |
| SCAFFOLDArchitecture=Architecture 1, Communication Rounds=502026.02 | 58.53 | |
| SCAFFOLDArchitecture=Architecture 2, Communication Rounds=502026.02 | 55.51 | |
| FedDynArchitecture=Architecture 2, Communication Rounds=502026.02 | 54.22 | |
| FedProxArchitecture=Architecture 1, Communication Rounds=502026.02 | 52.36 | |
| FedProxArchitecture=Architecture 2, Communication Rounds=502026.02 | 49.53 | |
| FedAvgArchitecture=Architecture 1, Communication Rounds=502026.02 | 47 | |
| FedAvgArchitecture=Architecture 2, Communication Rounds=502026.02 | 44.36 | |
| DP-FedAvgArchitecture=Architecture 1, Communication Rounds=502026.02 | 30.09 | |
| DP-FedAvgArchitecture=Architecture 2, Communication Rounds=502026.02 | 27.65 |