Image Classification on CIFAR-10 Dir-0.1
91AccuracypFedGM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| pFedGM2026.03 | 91 | 9.4 | |
| pFedFDA2026.03 | 90.01 | 9.6 | |
| Ditto2026.03 | 89.6 | 10 | |
| FedPAC2026.03 | 89.59 | 11 | |
| FedAvgFT2026.03 | 89.46 | 10 | |
| FedPer2026.03 | 89.43 | 9.9 | |
| LG-FedAvg2026.03 | 88.35 | 11 | |
| pFedMe2026.03 | 87.76 | 11 | |
| FedBABU2026.03 | 87.63 | 14 | |
| FedRep2026.03 | 87.61 | 12 | |
| Local2026.03 | 86.43 | 13 | |
| A-FedPDSAMBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.09 | 82.48 | — | |
| A-FedPDSAMBackbone=LeNet, Family=PD, Local Opt=SAM2024.09 | 81.96 | — | |
| FedSpeedBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.09 | 81.47 | — | |
| A-FedPDBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.09 | 81.05 | — | |
| FedSpeedBackbone=LeNet, Family=PD, Local Opt=SAM2024.09 | 80.86 | — | |
| A-FedPDBackbone=LeNet, Family=PD, Local Opt=SGD2024.09 | 80.28 | — | |
| FedDynBackbone=LeNet, Family=PD, Local Opt=SGD2024.09 | 79.51 | — | |
| FedDynBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.09 | 79.44 | — | |
| SCAFFOLDBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 78.7 | — | |
| SCAFFOLDBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 78.66 | — | |
| FedSAMBackbone=ResNet-18, Family=P, Local Opt=SAM2024.09 | 77.83 | — | |
| FedSAMBackbone=LeNet, Family=P, Local Opt=SAM2024.09 | 77.41 | — | |
| FedCMBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 76.93 | — | |
| FedAvgBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 76.24 | — | |
| FedAvgBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 75.57 | — | |
| FedCMBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 72.89 | — | |
| FedAvg2026.03 | 53.13 | 11 | |
| FedAvgN (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.05 | 44.95 | — | |
| FedRepN (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.05 | 26.57 | — | |
| FibFL++N (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.05 | 25.93 | — | |
| RDFLN (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.05 | 24.12 | — | |
| FibFL+N (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.05 | 22.86 | — | |
| FibFLN (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.05 | 22.41 | — |