| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MNIST FedAvg 0.962 (test) | Trmean | Accuracy96.2 | 88 | 1mo ago | |
| RCC ALL (test) | FedAvg-NA | SRE77.17 | 30 | 29d ago | |
| MNIST (test) | TinyGuard | Accuracy97.7 | 20 | 1mo ago | |
| CIFAR-100 non-iid delta=0.3 | FedDyn+MAN | Accuracy55.27 | 12 | 1mo ago | |
| Tiny-ImageNet IID (test) | FedDC+MAN | Accuracy36.53 | 12 | 1mo ago | |
| Tiny-ImageNet non-iid Dirichlet 0.6 (test) | FedDC+MAN | Accuracy0.3607 | 12 | 1mo ago | |
| Tiny-ImageNet non-iid Dirichlet 0.3 (test) | FedDC+MAN | Accuracy35.7 | 12 | 1mo ago | |
| CIFAR-100 IID (test) | FedDC+MAN | Accuracy56.77 | 12 | 1mo ago | |
| CIFAR-100 non-iid Dirichlet 0.6 (test) | FedSpeed+MAN | Accuracy55.84 | 12 | 1mo ago | |
| EMNIST dir(alpha=0.1) (test) | EAGLE | Max r_k(theta)0.063 | 10 | 17d ago | |
| Edge-IoT | ZTA-FL | Label Flip Accuracy93.2 | 7 | 1mo ago | |
| CIFAR-10 FedAvg (test) | RECESS | Accuracy65.54 | 6 | 1mo ago | |
| FEMNIST FedAvg 0.8235 (test) | RECESS | Accuracy81.45 | 4 | 1mo ago | |
| Purchase FedAvg 0.922 (test) | RECESS | Accuracy92.6 | 4 | 1mo ago | |
| CIFAR-100 non-iid Dirichlet 0.3 (test) | - | Accuracy- | 0 | 1mo ago |
