List your company
ResearchFormerly WizWand

Image Classification on CIFAR-10 (Communication Steps)

1,211Communication StepsFTTE
891.443,048.475,205.57,362.53Oct 3, 2025
Updated 7mo ago

Evaluation results

MethodLinks
FTTEα (Data Heterogeneity)=100000, Target Acc.=67.46%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.101,211
FTTEα (Data Heterogeneity)=0.1, Target Acc.=50.70%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.101,267
FTTEα (Data Heterogeneity)=1.0, Target Acc.=63.57%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.101,300
FedAdamα (Data Heterogeneity)=0.1, Target Acc.=50.70%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.106,600
FedAdamα (Data Heterogeneity)=1.0, Target Acc.=63.57%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.108,000
FedAdamα (Data Heterogeneity)=100000, Target Acc.=67.46%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.109,200