| federated-learning-on-cifar-100-alpha-0-10 | FedASAM + SWA | #1 | ACC@1-100Clients: 42.64 |
| federated-learning-on-cifar-100-alpha-0-10 | FedASAM | #2 | ACC@1-100Clients: 39.76 |
| federated-learning-on-cifar-100-alpha-0-10 | FedSAM + SWA | #3 | ACC@1-100Clients: 39.51 |
| federated-learning-on-cifar-100-alpha-0-10 | FedSAM | #4 | ACC@1-100Clients: 36.93 |
| federated-learning-on-cifar-100-alpha-0-10 | FedAvg | #5 | ACC@1-100Clients: 36.74 |
| federated-learning-on-cifar-100-alpha-0-20 | FedASAM + SWA | #1 | ACC@1-100Clients: 41.62 |
| federated-learning-on-cifar-100-alpha-0-20 | FedASAM | #2 | ACC@1-100Clients: 40.81 |
| federated-learning-on-cifar-100-alpha-0-20 | FedSAM + SWA | #3 | ACC@1-100Clients: 39.24 |
| federated-learning-on-cifar-100-alpha-0-20 | FedAvg | #4 | ACC@1-100Clients: 38.59 |
| federated-learning-on-cifar-100-alpha-0-20 | FedSAM | #5 | ACC@1-100Clients: 38.56 |
| federated-learning-on-cifar-100-alpha-0-5 | FedASAM + SWA | #1 | ACC@1-100Clients: 42.01 |
| federated-learning-on-cifar-100-alpha-0-5 | FedSAM + SWA | #2 | ACC@1-100Clients: 39.3 |
| federated-learning-on-cifar-100-alpha-0-5 | FedASAM | #3 | ACC@1-100Clients: 36.04 |
| federated-learning-on-cifar-100-alpha-0-5 | FedSAM | #4 | ACC@1-100Clients: 31.04 |
| federated-learning-on-cifar-100-alpha-0-5 | FedAvg | #5 | ACC@1-100Clients: 30.25 |
| federated-learning-on-cifar-100-alpha-0-5-10 | FedASAM + SWA | #1 | ACC@1-100Clients: 48.72 |
| federated-learning-on-cifar-100-alpha-0-5-10 | FedSAM + SWA | #2 | ACC@1-100Clients: 46.76 |
| federated-learning-on-cifar-100-alpha-0-5-10 | FedASAM | #3 | ACC@1-100Clients: 46.58 |
| federated-learning-on-cifar-100-alpha-0-5-10 | FedSAM | #4 | ACC@1-100Clients: 44.84 |
| federated-learning-on-cifar-100-alpha-0-5-10 | FedAvg | #5 | ACC@1-100Clients: 41.27 |
| federated-learning-on-cifar-100-alpha-0-5-20 | FedASAM + SWA | #1 | ACC@1-100Clients: 48.27 |
| federated-learning-on-cifar-100-alpha-0-5-20 | FedASAM | #2 | ACC@1-100Clients: 47.78 |
| federated-learning-on-cifar-100-alpha-0-5-20 | FedSAM + SWA | #3 | ACC@1-100Clients: 46.47 |
| federated-learning-on-cifar-100-alpha-0-5-20 | FedSAM | #4 | ACC@1-100Clients: 46.05 |
| federated-learning-on-cifar-100-alpha-0-5-20 | FedAvg | #5 | ACC@1-100Clients: 42.17 |
| federated-learning-on-cifar-100-alpha-0-5-5 | FedASAM + SWA | #1 | ACC@1-100Clients: 49.17 |
| federated-learning-on-cifar-100-alpha-0-5-5 | FedSAM + SWA | #2 | ACC@1-100Clients: 47.96 |
| federated-learning-on-cifar-100-alpha-0-5-5 | FedASAM | #3 | ACC@1-100Clients: 45.61 |
| federated-learning-on-cifar-100-alpha-0-5-5 | FedSAM | #4 | ACC@1-100Clients: 44.73 |
| federated-learning-on-cifar-100-alpha-0-5-5 | FedAvg | #5 | ACC@1-100Clients: 40.43 |
| federated-learning-on-cifar-100-alpha-1000-10 | FedASAM | #1 | ACC@1-100Clients: 54.97 |
| federated-learning-on-cifar-100-alpha-1000-10 | FedASAM + SWA | #2 | ACC@1-100Clients: 54.79 |
| federated-learning-on-cifar-100-alpha-1000-10 | FedSAM + SWA | #3 | ACC@1-100Clients: 53.67 |
| federated-learning-on-cifar-100-alpha-1000-10 | FedSAM | #4 | ACC@1-100Clients: 53.39 |
| federated-learning-on-cifar-100-alpha-1000-10 | FedAvg | #5 | ACC@1-100Clients: 50.25 |
| federated-learning-on-cifar-100-alpha-1000-20 | FedASAM | #1 | ACC@1-100Clients: 54.5 |
| federated-learning-on-cifar-100-alpha-1000-20 | FedSAM + SWA | #2 | ACC@1-100Clients: 54.36 |
| federated-learning-on-cifar-100-alpha-1000-20 | FedASAM + SWA | #3 | ACC@1-100Clients: 54.1 |
| federated-learning-on-cifar-100-alpha-1000-20 | FedSAM | #4 | ACC@1-100Clients: 53.97 |
| federated-learning-on-cifar-100-alpha-1000-20 | FedAvg | #5 | ACC@1-100Clients: 50.66 |
| federated-learning-on-cifar-100-alpha-1000-5 | FedASAM | #1 | ACC@1-100Clients: 54.81 |
| federated-learning-on-cifar-100-alpha-1000-5 | FedSAM | #2 | ACC@1-100Clients: 54.01 |
| federated-learning-on-cifar-100-alpha-1000-5 | FedSAM + SWA | #3 | ACC@1-100Clients: 53.9 |
| federated-learning-on-cifar-100-alpha-1000-5 | FedASAM + SWA | #4 | ACC@1-100Clients: 53.86 |
| federated-learning-on-cifar-100-alpha-1000-5 | FedAvg | #5 | ACC@1-100Clients: 49.92 |
| federated-learning-on-cityscapes | SiloBN + ASAM | #1 | mIoU: 49.75 |
| federated-learning-on-cityscapes | SiloBN + SAM | #2 | mIoU: 49.1 |
| federated-learning-on-cityscapes | SiloBN | #3 | mIoU: 45.96 |
| federated-learning-on-cityscapes | FedSAM + SWA | #4 | mIoU: 43.42 |
| federated-learning-on-cityscapes | FedASAM + SWA | #5 | mIoU: 43.02 |
| federated-learning-on-cityscapes | FedAvg + SWA | #6 | mIoU: 42.48 |
| federated-learning-on-cityscapes | FedASAM | #7 | mIoU: 42.27 |
| federated-learning-on-cityscapes | FedSAM | #8 | mIoU: 41.22 |
| federated-learning-on-cityscapes | FedAvg | #9 | mIoU: 38.65 |
| federated-learning-on-landmarks-user-160k | FedASAM + SWA | #1 | Acc@1-1262Clients: 68.32 |
| federated-learning-on-landmarks-user-160k | FedSAM + SWA | #2 | Acc@1-1262Clients: 68.12 |
| federated-learning-on-landmarks-user-160k | FedAvg + SWA | #3 | Acc@1-1262Clients: 67.52 |
| federated-learning-on-landmarks-user-160k | FedASAM | #4 | Acc@1-1262Clients: 64.23 |
| federated-learning-on-landmarks-user-160k | FedSAM | #5 | Acc@1-1262Clients: 63.72 |
| federated-learning-on-landmarks-user-160k | FedAvg | #6 | Acc@1-1262Clients: 61.91 |