Image Classification on CINIC-10 iid (test)
50.51Test AccuracyRMEMSAFE+ASR
Evaluation Results
| Method | Links | |
|---|---|---|
| RMEMSAFE+ASRAdaptation Protocol=Reset-based2026.05 | 50.51 | |
| ROID + ASRAdaptation Protocol=Reset-based2026.05 | 49.63 | |
| ROIDAdaptation Protocol=Reset-free2026.05 | 48.71 | |
| RMEMSAFE, no ASRAdaptation Protocol=Reset-based2026.05 | 48.46 | |
| ROID + RDumbAdaptation Protocol=Reset-based2026.05 | 48.14 | |
| EATA + ASRAdaptation Protocol=Reset-based2026.05 | 47.4 | |
| ETA + ASRAdaptation Protocol=Reset-based2026.05 | 47.38 | |
| FedAvgModel=ResNet202025.12 | 40.8 | |
| FedOLFModel=ResNet20, TOA setting=no TOA2025.12 | 40.66 | |
| FedAvgModel=ResNet442025.12 | 39.88 | |
| FedOLFModel=ResNet44, TOA setting=no TOA2025.12 | 37.33 | |
| SLTModel=ResNet442025.12 | 36.2 | |
| FedOLFModel=ResNet20, TOA setting=s = 0.752025.12 | 33.96 | |
| DepthFLModel=ResNet442025.12 | 33.44 | |
| FedOLFModel=ResNet20, TOA setting=s = 0.52025.12 | 33.42 | |
| NeFLModel=ResNet202025.12 | 32.97 | |
| CoCoFLModel=ResNet202025.12 | 31.81 | |
| NeFLModel=ResNet442025.12 | 31.68 | |
| CoCoFLModel=ResNet442025.12 | 31.68 | |
| FedOLFModel=ResNet44, TOA setting=s = 0.752025.12 | 31.51 | |
| ScaleFLModel=ResNet442025.12 | 30.23 | |
| FedOLFModel=ResNet44, TOA setting=s = 0.52025.12 | 28.42 | |
| FjORDModel=ResNet202025.12 | 22.22 | |
| SLTModel=ResNet202025.12 | 21.63 | |
| SourceAdaptation Protocol=None2026.05 | 18.15 | |
| AdaptiveFLModel=ResNet442025.12 | 15.44 | |
| AdaptiveFLModel=ResNet202025.12 | 14.25 | |
| HeteroFLModel=ResNet202025.12 | 13.46 | |
| HeteroFLModel=ResNet442025.12 | 12 | |
| FjORDModel=ResNet442025.12 | 11.26 | |
| FeddropModel=ResNet442025.12 | 10.81 | |
| DepthFLModel=ResNet202025.12 | 10.31 | |
| ScaleFLModel=ResNet202025.12 | 10.18 | |
| FeddropModel=ResNet202025.12 | 9.71 |