Federated Learning Efficiency on CINIC-10 (test)
104Communication RoundsFedVarp
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedVarpAccuracy Threshold=35%, Setting=Dynamic Heterogeneous FL2025.05 | 104 | 22,200.5 | |
| FedNovaAccuracy Threshold=35%, Setting=Dynamic Heterogeneous FL2025.05 | 100 | 21,802.2 | |
| FedAvgAccuracy Threshold=35%, Setting=Dynamic Heterogeneous FL2025.05 | 74 | 14,550 | |
| c-a-FedAvgAccuracy Threshold=35%, Setting=Dynamic Heterogeneous FL2025.05 | 67 | 13,256.8 | |
| OSAccuracy Threshold=35%, Setting=Dynamic Heterogeneous FL2025.05 | 65 | 14,248.9 | |
| FedACSAccuracy Threshold=35%, Setting=Dynamic Heterogeneous FL2025.05 | 55 | 11,452.3 |