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ResearchFormerly WizWand

Image Classification on Tiny ImageNet Dirichlet α=0.6 (test)

36.73AccuracySpecGradFilter
21.85825.71929.5833.441Dec 23, 2025Jan 24, 2026Feb 25, 2026Mar 30, 2026May 1, 2026Jun 2, 2026Jul 5, 2026
Updated 3mo ago

Evaluation results

MethodLinks
SpecGradFilterBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.6, spectral filter ratio r=0.052026.0736.73——
FedDynBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.0735.14——
SCAFFOLDBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.0734.87——
FedDiscoBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.0732.3——
FedProxBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.0731.94——
FedAWABackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.0731.94——
FedLWSBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.0731.64——
FedAvgBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.0731.22——
FedDPCTotal Rounds=8002025.1230.227981.65
FedSAMBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.0729.56——
FedVARPTotal Rounds=8002025.1225.967971.73
FedExPTotal Rounds=8002025.1225.87791.59
FedCMTotal Rounds=8002025.1225.217851.72
FedGATotal Rounds=8002025.1224.67971.7
FedCMBackbone=ResNet-20, Number of clients=100, Client participation ratio=0.1, Communication rounds=300, Dirichlet distribution parameter alpha=0.62026.0722.59——
FedProxTotal Rounds=8002025.1222.437861.8