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ResearchFormerly WizWand

Model Training on CIFAR-10 (non-IID)

2,540.26Training Delay (minutes)Proposed
2,412.0743,277.32954,142.5855,007.8405Jun 23, 2025
Updated 6mo ago

Evaluation results

MethodLinks
ProposedModel=ResNet182025.062,540.26
ProposedModel=GoogLeNet2025.062,891.81
OSSModel=ResNet182025.063,272.18
RegressionModel=ResNet182025.063,502.76
ProposedModel=ResNet502025.063,611.98
Device-onlyModel=ResNet182025.063,640.04
ProposedModel=DenseNet1212025.063,652.77
OSSModel=GoogLeNet2025.063,839.34
OSSModel=ResNet502025.064,208.29
OSSModel=DenseNet1212025.064,215.98
Device-onlyModel=GoogLeNet2025.064,367.28
RegressionModel=GoogLeNet2025.064,737.32
RegressionModel=ResNet502025.065,490.38
Device-onlyModel=ResNet502025.065,586.54
RegressionModel=DenseNet1212025.065,702.53
Device-onlyModel=DenseNet1212025.065,744.91