Node Classification on Pubmed Cross-domain
87.41AccuracySPG
Evaluation Results
| Method | Links | |
|---|---|---|
| SPGmodel_category=Graph Foundation Models2026.06 | 87.41 | |
| TIGmodel_category=Graph Foundation Models2026.06 | 85.34 | |
| GraphAnymodel_category=Graph Foundation Models2026.06 | 84.56 | |
| GraphMAE2model_category=Self-supervised Pre-training2026.06 | 83.11 | |
| GCOPEmodel_category=Graph Foundation Models2026.06 | 81.73 | |
| GraphGluemodel_category=Graph Foundation Models2026.06 | 81.48 | |
| SAMGPTmodel_category=Graph Foundation Models2026.06 | 79.07 | |
| BGRLmodel_category=Self-supervised Pre-training2026.06 | 77.85 | |
| GRACEmodel_category=Self-supervised Pre-training2026.06 | 74.25 | |
| SPGShots=1-shot, Model Category=Graph Foundation Models2026.06 | 55.73 | |
| GraphAnyShots=1-shot, Model Category=Graph Foundation Models2026.06 | 51.84 | |
| GraphMAE2Shots=1-shot, Model Category=Self-supervised Pre-training2026.06 | 51.56 | |
| TIGShots=1-shot, Model Category=Graph Foundation Models2026.06 | 51.01 | |
| SAMGPTShots=1-shot, Model Category=Graph Foundation Models2026.06 | 49.2 | |
| GraphGlueShots=1-shot, Model Category=Graph Foundation Models2026.06 | 48.65 | |
| GCOPEShots=1-shot, Model Category=Graph Foundation Models2026.06 | 48.32 | |
| GRACEShots=1-shot, Model Category=Self-supervised Pre-training2026.06 | 39.8 | |
| BGRLShots=1-shot, Model Category=Self-supervised Pre-training2026.06 | 37.69 |