Image Classification on CIFAR-10 (Communication Steps)
1,211Communication StepsFTTE
Evaluation Results
| Method | Links | |
|---|---|---|
| FTTEα (Data Heterogeneity)=100000, Target Acc.=67.46%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 1,211 | |
| FTTEα (Data Heterogeneity)=0.1, Target Acc.=50.70%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 1,267 | |
| FTTEα (Data Heterogeneity)=1.0, Target Acc.=63.57%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 1,300 | |
| FedAdamα (Data Heterogeneity)=0.1, Target Acc.=50.70%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 6,600 | |
| FedAdamα (Data Heterogeneity)=1.0, Target Acc.=63.57%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 8,000 | |
| FedAdamα (Data Heterogeneity)=100000, Target Acc.=67.46%, Backbone=MCUNet, Local Optimizer=Adam, Client Count=100, Straggler Percentage=50%2025.10 | 9,200 |