Image Classification on CIFAR10 (test) (AUC)
91.6AUCLocalSCGDAM
Evaluation results
| Method | Links | |
|---|---|---|
| LocalSCGDAMcommunication period (p)=16, Backbone=ResNet-20, Batch size=322023.04 | 91.6 | |
| LocalSCGDAMcommunication period (p)=4, Backbone=ResNet-20, Batch size=322023.04 | 91.4 | |
| LocalSCGDAMcommunication period (p)=8, Backbone=ResNet-20, Batch size=322023.04 | 91.4 | |
| LocalSGDM_RLcommunication period (p)=8, Backbone=ResNet-20, Batch size=322023.04 | 90.4 | |
| LocalSGDAMcommunication period (p)=4, Backbone=ResNet-20, Batch size=322023.04 | 89.3 | |
| CoDAcommunication period (p)=4, Backbone=ResNet-20, Batch size=322023.04 | 89 | |
| LocalSGDM_RLcommunication period (p)=4, Backbone=ResNet-20, Batch size=322023.04 | 89 | |
| CoDAcommunication period (p)=8, Backbone=ResNet-20, Batch size=322023.04 | 88.6 | |
| CoDAcommunication period (p)=16, Backbone=ResNet-20, Batch size=322023.04 | 88.3 | |
| LocalSGDMcommunication period (p)=4, Backbone=ResNet-20, Batch size=322023.04 | 88.3 | |
| LocalSGDM_RLcommunication period (p)=16, Backbone=ResNet-20, Batch size=322023.04 | 88.3 | |
| LocalSGDAMcommunication period (p)=8, Backbone=ResNet-20, Batch size=322023.04 | 88 | |
| LocalSGDAMcommunication period (p)=16, Backbone=ResNet-20, Batch size=322023.04 | 88 | |
| LocalSGDMcommunication period (p)=16, Backbone=ResNet-20, Batch size=322023.04 | 87.4 | |
| LocalSGDMcommunication period (p)=8, Backbone=ResNet-20, Batch size=322023.04 | 87.1 |