Node Classification on Physics Cross-domain (Accuracy)
95.83AccuracySPG
Evaluation results
| Method | Links | |
|---|---|---|
| SPGmodel_category=Graph Foundation Models2026.06 | 95.83 | |
| TIGmodel_category=Graph Foundation Models2026.06 | 95.36 | |
| GraphGluemodel_category=Graph Foundation Models2026.06 | 93.46 | |
| GraphMAE2model_category=Self-supervised Pre-training2026.06 | 92.36 | |
| GCOPEmodel_category=Graph Foundation Models2026.06 | 92.34 | |
| SAMGPTmodel_category=Graph Foundation Models2026.06 | 90.95 | |
| GRACEmodel_category=Self-supervised Pre-training2026.06 | 90.35 | |
| BGRLmodel_category=Self-supervised Pre-training2026.06 | 85.97 | |
| GraphAnymodel_category=Graph Foundation Models2026.06 | 85.55 | |
| SPGShots=1-shot, Model Category=Graph Foundation Models2026.06 | 83.84 | |
| GraphMAE2Shots=1-shot, Model Category=Self-supervised Pre-training2026.06 | 78.76 | |
| GraphAnyShots=1-shot, Model Category=Graph Foundation Models2026.06 | 75.01 | |
| GraphGlueShots=1-shot, Model Category=Graph Foundation Models2026.06 | 69.99 | |
| TIGShots=1-shot, Model Category=Graph Foundation Models2026.06 | 68.14 | |
| SAMGPTShots=1-shot, Model Category=Graph Foundation Models2026.06 | 61.55 | |
| GCOPEShots=1-shot, Model Category=Graph Foundation Models2026.06 | 58.03 | |
| BGRLShots=1-shot, Model Category=Self-supervised Pre-training2026.06 | 54.56 | |
| GRACEShots=1-shot, Model Category=Self-supervised Pre-training2026.06 | 50.44 |