Image Classification on CIFAR10 (alpha=0.05)
76.98AccuracyFedASAM
Evaluation results
| Method | Links | |
|---|---|---|
| FedASAMClients participation (K)=202022.03 | 76.98 | |
| FedASAM + SWAClients participation (K)=202022.03 | 76.86 | |
| FedSAM + SWAClients participation (K)=52022.03 | 76.61 | |
| FedASAMClients participation (K)=102022.03 | 76.22 | |
| FedSAM + SWAClients participation (K)=202022.03 | 76.22 | |
| FedASAM + SWAClients participation (K)=102022.03 | 76.16 | |
| FedASAM + SWAClients participation (K)=52022.03 | 76.12 | |
| FedSAMClients participation (K)=202022.03 | 76.04 | |
| FedSAM + SWAClients participation (K)=102022.03 | 75.84 | |
| FedASAMClients participation (K)=52022.03 | 75.61 | |
| FedSAMClients participation (K)=102022.03 | 74.81 | |
| FedAvg + SWAClients participation (K)=202022.03 | 73.81 | |
| FedSAMClients participation (K)=52022.03 | 73.52 | |
| FedAvgClients participation (K)=20, Local Epochs (E)=22022.03 | 73.48 | |
| FedAvg + SWAClients participation (K)=52022.03 | 73.48 | |
| FedAvgClients participation (K)=20, Local Epochs (E)=12022.03 | 73.07 | |
| FedAvg + SWAClients participation (K)=102022.03 | 72.8 | |
| FedAvgClients participation (K)=10, Local Epochs (E)=12022.03 | 72.5 | |
| FedAvgClients participation (K)=10, Local Epochs (E)=22022.03 | 69.77 | |
| FedAvgClients participation (K)=5, Local Epochs (E)=12022.03 | 69.24 | |
| FedAvgClients participation (K)=5, Local Epochs (E)=22022.03 | 69.23 |