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ResearchFormerly WizWand

Image Classification on CIFAR-10 Dir-1.0

86.46AccuracyA-FedPDSAM
79.02480.954582.88584.8155Sep 27, 2024
Updated 8mo ago

Evaluation results

MethodLinks
A-FedPDSAMBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.0986.46
FedSpeedBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.0985.92
A-FedPDSAMBackbone=LeNet, Family=PD, Local Opt=SAM2024.0985.9
FedSpeedBackbone=LeNet, Family=PD, Local Opt=SAM2024.0985.11
A-FedPDBackbone=LeNet, Family=PD, Local Opt=SGD2024.0984.94
A-FedPDBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.0984.33
FedDynBackbone=LeNet, Family=PD, Local Opt=SGD2024.0984.2
SCAFFOLDBackbone=ResNet-18, Family=P, Local Opt=SGD2024.0983.7
SCAFFOLDBackbone=LeNet, Family=P, Local Opt=SGD2024.0983.61
FedCMBackbone=ResNet-18, Family=P, Local Opt=SGD2024.0982.85
FedDynBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.0982.66
FedSAMBackbone=ResNet-18, Family=P, Local Opt=SAM2024.0982.58
FedSAMBackbone=LeNet, Family=P, Local Opt=SAM2024.0981.94
FedAvgBackbone=ResNet-18, Family=P, Local Opt=SGD2024.0980.94
FedAvgBackbone=LeNet, Family=P, Local Opt=SGD2024.0980.58
FedCMBackbone=LeNet, Family=P, Local Opt=SGD2024.0979.31