Image Classification on CIFAR-100 Dirichlet-0.1 (test)
71.85AccuracyFedPAC_Muon
Evaluation results
| Method | Links | |
|---|---|---|
| FedPAC_MuonBackbone=ResNet-182026.02 | 71.85 | |
| FedPAC_SOAPBackbone=ResNet-182026.02 | 69.25 | |
| Local SOAPBackbone=ResNet-182026.02 | 68.44 | |
| Local MuonBackbone=ResNet-182026.02 | 67.26 | |
| FedCMBackbone=ResNet-182026.02 | 66.61 | |
| FedSmoothLoRABackbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.05 | 64.46 | |
| pFedGM2026.03 | 63.79 | |
| FedEMA-DistillDistribution=Dir-0.12026.02 | 63 | |
| FedDFDistribution=Dir-0.12026.02 | 61.5 | |
| SCAFFOLDBackbone=ResNet-182026.02 | 60.69 | |
| FedAvgMDistribution=Dir-0.12026.02 | 60.5 | |
| FRLoRABackbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.05 | 60.28 | |
| FedAvgBackbone=ResNet-182026.02 | 60.17 | |
| SCAFFOLDDistribution=Dir-0.12026.02 | 60 | |
| FedPAC_SophiaBackbone=ResNet-182026.02 | 59.96 | |
| FedPAC2026.03 | 59.51 | |
| Local AdamWBackbone=ResNet-182026.02 | 59.23 | |
| LoRA-FAIRBackbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.05 | 59.03 | |
| FedProxDistribution=Dir-0.12026.02 | 59 | |
| SCAFFOLD(LoRA)Backbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.05 | 58.79 | |
| FedProx(LoRA)Backbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.05 | 58.79 | |
| FedAvgFT2026.03 | 58.46 | |
| FedAvgM(LoRA)Backbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.05 | 57.53 | |
| FedAvgLoRABackbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.05 | 57.36 | |
| pFedFDA2026.03 | 57.1 | |
| FedAvgDistribution=Dir-0.12026.02 | 57 | |
| Local SophiaBackbone=ResNet-182026.02 | 56.65 | |
| FlexLoRABackbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.05 | 56.23 | |
| FedPAC_SOAPBackbone=ViT-Tiny2026.02 | 51.16 | |
| Local SOAPBackbone=ViT-Tiny2026.02 | 49.41 | |
| FedPAC_MuonBackbone=ViT-Tiny2026.02 | 47.81 | |
| Local2026.03 | 47.75 | |
| Local MuonBackbone=ViT-Tiny2026.02 | 44 | |
| FedPAC_SophiaBackbone=ViT-Tiny2026.02 | 39.79 | |
| Local AdamWBackbone=ViT-Tiny2026.02 | 37.57 | |
| Local SophiaBackbone=ViT-Tiny2026.02 | 34.05 | |
| FedAvg2026.03 | 31.28 | |
| FedAvgBackbone=ViT-Tiny2026.02 | 27.24 | |
| SCAFFOLDBackbone=ViT-Tiny2026.02 | 26.86 | |
| FedCMBackbone=ViT-Tiny2026.02 | 16.95 | |
| FFALoRABackbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.05 | 10.27 |