Federated Learning on MNIST Severe Non-IID (Dirichlet α = 0.1)
4Communication RoundsFOFedAvg
Evaluation results
| Method | Links | |
|---|---|---|
| FOFedAvgNumber of Clients=10, Target Accuracy=60%2026.02 | 4 | |
| FedNovaNumber of Clients=10, Target Accuracy=60%2026.02 | 8 | |
| MOONNumber of Clients=10, Target Accuracy=60%2026.02 | 9 | |
| FedProxNumber of Clients=10, Target Accuracy=60%2026.02 | 12 | |
| SparseSecAggNumber of Clients=10, Target Accuracy=60%2026.02 | 13 | |
| FedBMNumber of Clients=10, Target Accuracy=60%2026.02 | 14 | |
| SCAFFOLDNumber of Clients=10, Target Accuracy=60%2026.02 | 15 | |
| FDSENumber of Clients=10, Target Accuracy=60%2026.02 | 15 | |
| FedAdamNumber of Clients=10, Target Accuracy=60%2026.02 | 17 | |
| FedAvgNumber of Clients=10, Target Accuracy=60%2026.02 | 17 | |
| DPSGDNumber of Clients=10, Target Accuracy=60%2026.02 | 17 | |
| FedNovaNumber of Clients=100, Target Accuracy=60%2026.02 | 19 | |
| FOFedAvgNumber of Clients=100, Target Accuracy=60%2026.02 | 25 | |
| MOONNumber of Clients=100, Target Accuracy=60%2026.02 | 27 | |
| FedBMNumber of Clients=100, Target Accuracy=60%2026.02 | 29 | |
| FedProxNumber of Clients=100, Target Accuracy=60%2026.02 | 30 | |
| FDSENumber of Clients=100, Target Accuracy=60%2026.02 | 32 | |
| FedAdamNumber of Clients=100, Target Accuracy=60%2026.02 | 35 | |
| SCAFFOLDNumber of Clients=100, Target Accuracy=60%2026.02 | 36 | |
| DPSGDNumber of Clients=100, Target Accuracy=60%2026.02 | 36 | |
| FedAvgNumber of Clients=100, Target Accuracy=60%2026.02 | 39 | |
| SparseSecAggNumber of Clients=100, Target Accuracy=60%2026.02 | 40 | |
| FOFedAvgNumber of Clients=1000, Target Accuracy=60%2026.02 | 60 | |
| MOONNumber of Clients=1000, Target Accuracy=60%2026.02 | 90 | |
| FedAdamNumber of Clients=1000, Target Accuracy=60%2026.02 | 102 | |
| FedBMNumber of Clients=1000, Target Accuracy=60%2026.02 | 132 | |
| FDSENumber of Clients=1000, Target Accuracy=60%2026.02 | 138 | |
| DPSGDNumber of Clients=1000, Target Accuracy=60%2026.02 | 183 | |
| SparseSecAggNumber of Clients=1000, Target Accuracy=60%2026.02 | 185 | |
| FedNovaNumber of Clients=1000, Target Accuracy=60%2026.02 | 189 | |
| FedProxNumber of Clients=1000, Target Accuracy=60%2026.02 | 200 | |
| FedAvgNumber of Clients=1000, Target Accuracy=60%2026.02 | 215 | |
| SCAFFOLDNumber of Clients=1000, Target Accuracy=60%2026.02 | 216 |