Image Classification on CIFAR-10 (test) (Error Rate and Communication Cost)
3.93Test Error RateDPPF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DPPFBackbone=ResNet-18, τ (Communication Interval)=4, Optimizer=SGD2025.07 | 3.93 | 25 | |
| DPPFBackbone=ResNet-18, τ (Communication Interval)=8, Optimizer=SGD2025.07 | 4.01 | 12.5 | |
| DPPFBackbone=ResNet-18, τ (Communication Interval)=16, Optimizer=SGD2025.07 | 4.13 | 6.3 | |
| LocalSGD + QSRBackbone=ResNet-18, τbase=2, Optimizer=SGD2025.07 | 4.21 | 42.8 | |
| LocalSGD + QSRBackbone=ResNet-18, τbase=8, Optimizer=SGD2025.07 | 4.29 | 9.8 | |
| LocalSGD + QSRBackbone=ResNet-18, τbase=4, Optimizer=SGD2025.07 | 4.32 | 16.1 | |
| DDP SGDBackbone=ResNet-18, Optimizer=SGD2025.07 | 4.33 | 100 | |
| LocalSGDBackbone=ResNet-18, τ (Communication Interval)=4, Optimizer=SGD2025.07 | 4.36 | 25 | |
| LocalSGDBackbone=ResNet-18, τ (Communication Interval)=8, Optimizer=SGD2025.07 | 4.4 | 12.5 | |
| LocalSGDBackbone=ResNet-18, τ (Communication Interval)=16, Optimizer=SGD2025.07 | 4.49 | 6.3 |