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ResearchFormerly WizWand

Image Classification on CIFAR-10 Dir-0.1

91AccuracypFedGM
19.666438.185756.70575.2243Sep 27, 2024Jan 5, 2025Apr 15, 2025Jul 24, 2025Nov 1, 2025Feb 9, 2026May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
pFedGM2026.03919.4
pFedFDA2026.0390.019.6
Ditto2026.0389.610
FedPAC2026.0389.5911
FedAvgFT2026.0389.4610
FedPer2026.0389.439.9
LG-FedAvg2026.0388.3511
pFedMe2026.0387.7611
FedBABU2026.0387.6314
FedRep2026.0387.6112
Local2026.0386.4313
A-FedPDSAMBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.0982.48—
A-FedPDSAMBackbone=LeNet, Family=PD, Local Opt=SAM2024.0981.96—
FedSpeedBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.0981.47—
A-FedPDBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.0981.05—
FedSpeedBackbone=LeNet, Family=PD, Local Opt=SAM2024.0980.86—
A-FedPDBackbone=LeNet, Family=PD, Local Opt=SGD2024.0980.28—
FedDynBackbone=LeNet, Family=PD, Local Opt=SGD2024.0979.51—
FedDynBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.0979.44—
SCAFFOLDBackbone=ResNet-18, Family=P, Local Opt=SGD2024.0978.7—
SCAFFOLDBackbone=LeNet, Family=P, Local Opt=SGD2024.0978.66—
FedSAMBackbone=ResNet-18, Family=P, Local Opt=SAM2024.0977.83—
FedSAMBackbone=LeNet, Family=P, Local Opt=SAM2024.0977.41—
FedCMBackbone=ResNet-18, Family=P, Local Opt=SGD2024.0976.93—
FedAvgBackbone=ResNet-18, Family=P, Local Opt=SGD2024.0976.24—
FedAvgBackbone=LeNet, Family=P, Local Opt=SGD2024.0975.57—
FedCMBackbone=LeNet, Family=P, Local Opt=SGD2024.0972.89—
FedAvg2026.0353.1311
FedAvgN (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.0544.95—
FedRepN (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.0526.57—
FibFL++N (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.0525.93—
RDFLN (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.0524.12—
FibFL+N (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.0522.86—
FibFLN (Number of clients)=10, Communication Rounds (R)=30, Batch size=642026.0522.41—