Classification on MNIST (Testing accuracy)
96.21Test AccuracySISA
Evaluation results
| Method | Links | |
|---|---|---|
| SISAPartition=3-Label, Training Strategy=one local update2025.02 | 96.21 | |
| SISAPartition=2-Label, Training Strategy=one local update2025.02 | 96.14 | |
| FedavgPartition=3-Label, Training Strategy=mini-batch training2025.02 | 95.11 | |
| SISAPartition=1-Label, Training Strategy=one local update2025.02 | 94.97 | |
| FedproxPartition=3-Label, Training Strategy=mini-batch training2025.02 | 94.73 | |
| FednovaPartition=3-Label, Training Strategy=mini-batch training2025.02 | 94.37 | |
| ScaffoldPartition=3-Label, Training Strategy=mini-batch training2025.02 | 93.19 | |
| FedproxPartition=2-Label, Training Strategy=mini-batch training2025.02 | 90.75 | |
| FedavgPartition=2-Label, Training Strategy=mini-batch training2025.02 | 90.7 | |
| FednovaPartition=2-Label, Training Strategy=mini-batch training2025.02 | 90.4 | |
| ScaffoldPartition=2-Label, Training Strategy=mini-batch training2025.02 | 87.43 | |
| FedproxPartition=1-Label, Training Strategy=mini-batch training2025.02 | 54.33 | |
| FedavgPartition=1-Label, Training Strategy=mini-batch training2025.02 | 53.19 | |
| FednovaPartition=1-Label, Training Strategy=mini-batch training2025.02 | 49 | |
| ScaffoldPartition=1-Label, Training Strategy=mini-batch training2025.02 | 47.04 |