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ResearchFormerly WizWand

Image Classification on CIFAR-100 IID Even distribution (test)

84.07Top-1 AccuracyFedSmoothLoRA
15.211633.088350.96568.8417May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FedSmoothLoRABackbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.0584.07
FRLoRABackbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.0579.97
SCAFFOLD(LoRA)Backbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.0575.71
FedAvgM(LoRA)Backbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.0575.37
LoRA-FAIRBackbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.0575.33
FedProx(LoRA)Backbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.0574.35
FlexLoRABackbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.0574.08
FedAvgLoRABackbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.0573.97
FFALoRABackbone=ViT-Small, Pre-trained=ImageNet-21k, LoRA Rank (r)=2, Scaling Factor (α)=4, Number of Clients=52026.0517.86