Federated Learning on MNIST Severe Non-IID
24Communication Cost (MB)FOFedAvg
Evaluation Results
| Method | Links | |
|---|---|---|
| FOFedAvgNumber of Clients=102026.02 | 24 | |
| MOONNumber of Clients=102026.02 | 54 | |
| FedNovaNumber of Clients=102026.02 | 126 | |
| SparseSecAggNumber of Clients=102026.02 | 168 | |
| FedBMNumber of Clients=102026.02 | 186 | |
| DPSGDNumber of Clients=102026.02 | 188 | |
| FedAdamNumber of Clients=102026.02 | 191 | |
| SCAFFOLDNumber of Clients=102026.02 | 192 | |
| FDSENumber of Clients=102026.02 | 243 | |
| FedAvgNumber of Clients=102026.02 | 249 | |
| FedProxNumber of Clients=102026.02 | 251 | |
| FOFedAvgNumber of Clients=1002026.02 | 662 | |
| MOONNumber of Clients=1002026.02 | 1,381 | |
| FedAdamNumber of Clients=1002026.02 | 1,502 | |
| FedBMNumber of Clients=1002026.02 | 5,103 | |
| DPSGDNumber of Clients=1002026.02 | 5,263 | |
| FedProxNumber of Clients=1002026.02 | 5,381 | |
| FedNovaNumber of Clients=1002026.02 | 6,550 | |
| FDSENumber of Clients=1002026.02 | 7,302 | |
| FedAvgNumber of Clients=1002026.02 | 7,480 | |
| SparseSecAggNumber of Clients=1002026.02 | 7,532 | |
| SCAFFOLDNumber of Clients=1002026.02 | 7,988 | |
| FedBMNumber of Clients=10002026.02 | 15,605 | |
| FOFedAvgNumber of Clients=10002026.02 | 36,002 | |
| MOONNumber of Clients=10002026.02 | 64,200 | |
| FedAdamNumber of Clients=10002026.02 | 68,410 | |
| FedNovaNumber of Clients=10002026.02 | 138,590 | |
| FDSENumber of Clients=10002026.02 | 142,365 | |
| FedProxNumber of Clients=10002026.02 | 146,450 | |
| FedAvgNumber of Clients=10002026.02 | 147,100 | |
| SparseSecAggNumber of Clients=10002026.02 | 152,362 | |
| SCAFFOLDNumber of Clients=10002026.02 | 159,631 | |
| DPSGDNumber of Clients=10002026.02 | 160,325 |