| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIFAR-100 and CIFAR-100-C brightness (test) | FedRoD+FOOGD | Accuracy (In-Distribution)0.7788 | 33 | 4d ago | |
| Fashion-MNIST (test) | Accuracy82.4 | 20 | 4d ago | ||
| Federated EMNIST (test) | Spectral Sentinel | Accuracy78.4 | 12 | 4d ago | |
| SVHN (test) | FedGELA | PA98.52 | 12 | 4d ago | |
| Fed-ISIC 2019 | FedGELA | PA79.27 | 11 | 4d ago | |
| CIFAR-10 (i.i.d.) | FedEx | Test Error20.82 | 8 | 4d ago | |
| FEMNIST non-i.i.d. | FedEx | Test Error14.76 | 8 | 4d ago | |
| FEMNIST i.i.d. | Successive Halving | Test Error Rate14.79 | 8 | 4d ago | |
| CIFAR100 (test) | FedGELA | PA82.79 | 7 | 4d ago | |
| CIFAR10 (test) | FedGELA | PA94.28 | 7 | 4d ago | |
| CIFAR-100 unseen clients (test) | FedEM | Test Accuracy47.5 | 3 | 4d ago | |
| CIFAR-10 unseen clients (test) | FedEM | Average Test Accuracy85.9 | 3 | 4d ago | |
| EMNIST unseen clients (test) | FedEM | Test Accuracy84 | 3 | 4d ago | |
| FEMNIST unseen clients (test) | FedEM | Test Accuracy79.1 | 3 | 4d ago |
