| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CIFAR10 3 Tasks | FEATF | Accuracy74.21 | 36 | 3mo ago | |
| CIFAR-100 | C²Prompt | Average Accuracy97.32 | 31 | 1mo ago | |
| ImageNet R | C²Prompt | Avg Accuracy87.2 | 31 | 1mo ago | |
| DomainNet 6-split clipart → real → painting → sketch → infograph → quickdraw | FedProTIP (-t) | Accuracy (ACC)29.64 | 18 | 1mo ago | |
| ImageNet-R (20-split) | FedProTIP | Accuracy34.8 | 16 | 1mo ago | |
| ImageNet-R (10-split) | FedProTIP | Accuracy (ACC)54.48 | 16 | 1mo ago | |
| ImageNet-R 5-split | FedProTIP | Accuracy55.65 | 16 | 1mo ago | |
| DomainNet | C²Prompt | Average Performance78.88 | 13 | 4mo ago | |
| MultiWOZ | Accuracy56 | 9 | 1mo ago | ||
| OntoNotes | Entity-level micro-F150.8 | 9 | 1mo ago | ||
| Amazon | Accuracy56.4 | 9 | 1mo ago | ||
| AG-News | Accuracy63.5 | 9 | 1mo ago | ||
| VTAB | FedRAN | Runtime (seconds)0.98 | 7 | 1mo ago | |
| CIFAR-100 | STSA | Runtime (seconds)1.75 | 7 | 1mo ago | |
| CIFAR10 5 Tasks | FEATF | Accuracy69.76 | 4 | 3mo ago | |
| VTAB (test) | FedRAN | Communication Cost (MB)35.13 | 3 | 1mo ago | |
| ImageNet-R (test) | FedRAN | Communication Cost (MB)140.52 | 3 | 1mo ago | |
| CIFAR-100 (test) | FedRAN | Communication Cost (MB)134.27 | 3 | 1mo ago | |
| TinyImageNet Subset (10 Tasks) | FEATF | Accuracy23.17 | 2 | 3mo ago | |
| TinyImageNet 5 Tasks | FEATF | Accuracy28.85 | 2 | 3mo ago | |
| CIFAR100 10 Tasks | FEATF | Accuracy47.81 | 2 | 3mo ago | |
| CIFAR100 5 Tasks | FEATF | Accuracy50.36 | 2 | 3mo ago |
