Federated Learning on AV-MNIST
0.88Communication (MB/round)MESH-FL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MESH-FLcompression intensity=Heavy, clients=152026.07 | 0.88 | 0.38 | 0.09 | 0.51 | |
| MESH-FLcompression intensity=Moderate, clients=152026.07 | 1.25 | 0.31 | 0.12 | 0.73 | |
| PowerSGDrank (r)=4, clients=152026.07 | 4.04 | 0.18 | 0.4 | 2.54 | |
| TopKsparsity (s)=1%, clients=152026.07 | 4.79 | 0.02 | 0.48 | 3.37 | |
| MESH-FLcompression intensity=Light, clients=152026.07 | 5.56 | 0.22 | 0.56 | 2.52 | |
| QSGDbit-width=4-bit, clients=152026.07 | 6.11 | 0.02 | 0.61 | 4.54 | |
| FedAvgclients=152026.07 | 48.85 | 0.01 | 4.89 | 33.63 |