Image Classification on CIFAR-100 Dir-0.1
89.67AccuracypFedGM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| pFedGM2026.03 | 89.67 | — | |
| FedAvgFT2026.03 | 89.63 | — | |
| FedPAC2026.03 | 89.48 | — | |
| pFedFDA2026.03 | 89.44 | — | |
| Ditto2026.03 | 89.15 | — | |
| FedPer2026.03 | 88.51 | — | |
| LG-FedAvg2026.03 | 88.15 | — | |
| pFedMe2026.03 | 86.93 | — | |
| FedRep2026.03 | 86.86 | — | |
| FedBABU2026.03 | 86.7 | — | |
| Local2026.03 | 86.52 | — | |
| FedPAC_MuonBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 71.85 | — | |
| FedPAC_SOAPBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 69.25 | — | |
| Local SOAPBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 68.44 | — | |
| Local MuonBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 67.26 | — | |
| FedCMBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 66.61 | — | |
| SCAFFOLDBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 60.69 | — | |
| FedAvgBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 60.17 | — | |
| FedPAC_SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 59.96 | — | |
| Local AdamWBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 59.23 | — | |
| pFedGM2026.03 | 57.56 | 7.3 | |
| Fed-SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 57.29 | — | |
| FedPMBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 57.25 | — | |
| Local SophiaBackbone=ResNet-18, Communication rounds=300, Total clients=100, Participation percentage=10%, Batch size=50, Local steps (K)=502026.02 | 56.65 | — | |
| A-FedPDSAMBackbone=LeNet, Family=PD, Local Opt=SAM2024.09 | 53.15 | — | |
| FedPAC2026.03 | 53.14 | 7 | |
| FedSpeedBackbone=LeNet, Family=PD, Local Opt=SAM2024.09 | 51.28 | — | |
| FedOBPDataset Partition=Dir(0.1)2026.04 | 50.37 | — | |
| FedAvg2026.03 | 50.34 | — | |
| pFedFDA2026.03 | 50.32 | 7.5 | |
| FedSpeedBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.09 | 50.31 | — | |
| A-FedPDSAMBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.09 | 50.31 | — | |
| FedDynBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.09 | 49.66 | — | |
| Ditto2026.03 | 49.54 | 8.6 | |
| FedAvgFT2026.03 | 49.47 | 8.5 | |
| A-FedPDBackbone=LeNet, Family=PD, Local Opt=SGD2024.09 | 48.15 | — | |
| SCAFFOLDBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 47.12 | — | |
| SCAFFOLDBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 46.36 | — | |
| FedDynBackbone=LeNet, Family=PD, Local Opt=SGD2024.09 | 46.3 | — | |
| A-FedPDBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.09 | 46.24 | — | |
| FedSAMBackbone=ResNet-18, Family=P, Local Opt=SAM2024.09 | 45.03 | — | |
| FedCMBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 44.07 | — | |
| pFedMe2026.03 | 43.74 | 8.4 | |
| FedBABU2026.03 | 43.37 | 8.4 | |
| FedSAMBackbone=LeNet, Family=P, Local Opt=SAM2024.09 | 42.29 | — | |
| FedPerDataset Partition=Dir(0.1)2026.04 | 42.09 | — | |
| pFedFDADataset Partition=Dir(0.1)2026.04 | 41.72 | — | |
| FedAvgBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 41.64 | — | |
| FedRepDataset Partition=Dir(0.1)2026.04 | 39.35 | — | |
| FedPer2026.03 | 39.19 | 8.7 | |
| LG-FedAvgDataset Partition=Dir(0.1)2026.04 | 39.08 | — | |
| FedDPADataset Partition=Dir(0.1)2026.04 | 38.88 | — | |
| FedRep2026.03 | 38.81 | 8.5 | |
| FedAvgBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 38.37 | — | |
| Local-OnlyDataset Partition=Dir(0.1)2026.04 | 37.88 | — | |
| LG-FedAvg2026.03 | 37.84 | 8.7 | |
| FedCMBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 37.11 | — | |
| Local2026.03 | 36.61 | 8.9 | |
| FedSelectDataset Partition=Dir(0.1)2026.04 | 36.33 | — | |
| FLUTEDataset Partition=Dir(0.1)2026.04 | 31.61 | — | |
| FLOCODataset Partition=Dir(0.1)2026.04 | 27.98 | — | |
| APFLDataset Partition=Dir(0.1)2026.04 | 26.55 | — | |
| FedAvgDataset Partition=Dir(0.1)2026.04 | 26.18 | — | |
| FedALADataset Partition=Dir(0.1)2026.04 | 26 | — | |
| FedAvg2026.03 | 23.79 | 5.4 |