| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Pubmed | GCN | Accuracy88.48 | 60 | 4d ago | |
| Citeseer | LPSL_APPNP | Accuracy77.56 | 31 | 4d ago | |
| Pubmed standard (test) | MixHop | Accuracy80.8 | 22 | 4d ago | |
| ogbn-arxiv | LPSL_GCN | Accuracy0.7204 | 20 | 4d ago | |
| Coauthor-CS (split 3) | GTCN | Accuracy92.4 | 7 | 4d ago | |
| Coauthor-CS (split 2) | GTAN | Accuracy92.5 | 7 | 4d ago | |
| Coauthor-CS (split 1) | GTCN | Accuracy92.7 | 7 | 4d ago | |
| NELL | GCN | Accuracy0.66 | 7 | 4d ago | |
| Amazon Photo | LPSL_APPNP | Accuracy (%)90.93 | 6 | 4d ago | |
| Amazon Computers | LPSL_GCN | Accuracy80.05 | 6 | 4d ago | |
| Coauthor Physics | LPSL_APPNP | Accuracy93.65 | 6 | 4d ago | |
| Coauthor CS | LPSL_APPNP | Accuracy92.44 | 6 | 4d ago | |
| Pubmed standard fixed split (test) | APPNP | Accuracy80.1 | 6 | 4d ago | |
| DBLP | GRACE | Training Time (ms)32,337 | 5 | 4d ago | |
| IMDB | GRACE | Training Time (ms)13,416 | 5 | 4d ago | |
| ACM | GRACE | Training Time per Epoch (ms)7,653 | 5 | 4d ago | |
| Heterophily graphs Uniform Missing | FSD-CAP | Chameleon Accuracy47.84 | 5 | 4d ago | |
| Heterophily graphs Structural Missing | FSD-CAP | Chameleon Accuracy43.23 | 5 | 4d ago | |
| PubMed (Random) | - | - | 0 | 4d ago |