Image Classification on CIFAR-10 (Efficiency Metrics: Time and Traffic)
2,906Inference Time (s)HeteRo-Select
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HeteRo-SelectBackbone=AlexNet, Target Accuracy=70%, Statistics=mean ± std (3 seeds)2025.08 | 2,906 | 2,030 | |
| FedCGBackbone=AlexNet, Target Accuracy=70%2025.08 | 5,170 | 2,480 | |
| FlexComBackbone=AlexNet, Target Accuracy=70%2025.08 | 5,334 | 2,674 | |
| AdaSampleBackbone=AlexNet, Target Accuracy=70%2025.08 | 6,968 | 11,984 | |
| OptRateBackbone=AlexNet, Target Accuracy=70%2025.08 | 9,697 | 6,193 | |
| FedAvgBackbone=AlexNet, Target Accuracy=70%2025.08 | 15,932 | 15,199 |