Node Classification on PubMed 1-shot (test)
53.54AccuracyGraphMAE
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphMAEEvaluation Protocol=Linear Probing, Shot=1, Pre-trained Dataset=Cora2026.02 | 53.54 | |
| GP2FEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 53.05 | |
| GraphLoRA-SEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 52.68 | |
| GRACEEvaluation Protocol=Linear Probing, Shot=1, Pre-trained Dataset=Cora2026.02 | 51.97 | |
| GPFEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 51.97 | |
| GraphPromptEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 51.88 | |
| GRACEEvaluation Protocol=Fine-tuning, Shot=1, Pre-trained Dataset=Cora2026.02 | 51.71 | |
| EdgePromptEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 51.08 | |
| DAGPrompTEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 49.88 | |
| DGIEvaluation Protocol=Linear Probing, Shot=1, Pre-trained Dataset=Cora2026.02 | 47.92 | |
| GPPTEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 42.57 |