Node Classification on Chameleon In-domain
57.5AccuracyGraphAny
Evaluation results
| Method | Links | |
|---|---|---|
| GraphAnymodel_category=Graph Foundation Models2026.06 | 57.5 | |
| GCOPEmodel_category=Graph Foundation Models2026.06 | 53.1 | |
| SPGmodel_category=Graph Foundation Models2026.06 | 46.18 | |
| GraphMAE2model_category=Self-supervised Pre-training2026.06 | 44.18 | |
| GRACEmodel_category=Self-supervised Pre-training2026.06 | 35.54 | |
| TIGmodel_category=Graph Foundation Models2026.06 | 34.52 | |
| SAMGPTmodel_category=Graph Foundation Models2026.06 | 30.19 | |
| SPGShots=1-shot, Model Category=Graph Foundation Models2026.06 | 28.01 | |
| GCOPEShots=1-shot, Model Category=Graph Foundation Models2026.06 | 27.66 | |
| BGRLmodel_category=Self-supervised Pre-training2026.06 | 26.95 | |
| GraphMAE2Shots=1-shot, Model Category=Self-supervised Pre-training2026.06 | 25.15 | |
| TIGShots=1-shot, Model Category=Graph Foundation Models2026.06 | 24.96 | |
| SAMGPTShots=1-shot, Model Category=Graph Foundation Models2026.06 | 24.94 | |
| GraphAnyShots=1-shot, Model Category=Graph Foundation Models2026.06 | 24.91 | |
| GraphGluemodel_category=Graph Foundation Models2026.06 | 24.26 | |
| GRACEShots=1-shot, Model Category=Self-supervised Pre-training2026.06 | 23.52 | |
| GraphGlueShots=1-shot, Model Category=Graph Foundation Models2026.06 | 21.68 | |
| BGRLShots=1-shot, Model Category=Self-supervised Pre-training2026.06 | 21.16 |