Node Classification on Photo 1-shot (test)
67.6AccuracyGP2F
Evaluation results
| Method | Links | |
|---|---|---|
| GP2FEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 67.6 | |
| GraphLoRA-SEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 66.34 | |
| GRACEEvaluation Protocol=Linear Probing, Shot=1, Pre-trained Dataset=Cora2026.02 | 62.77 | |
| GPFEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 62.13 | |
| DGIEvaluation Protocol=Linear Probing, Shot=1, Pre-trained Dataset=Cora2026.02 | 61.71 | |
| GRACEEvaluation Protocol=Fine-tuning, Shot=1, Pre-trained Dataset=Cora2026.02 | 61.52 | |
| R-GFMParadigm=Graph Foundation Models, Setup=1-shot2026.05 | 61.08 | |
| GraphMAEEvaluation Protocol=Linear Probing, Shot=1, Pre-trained Dataset=Cora2026.02 | 60.89 | |
| EdgePromptEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 60.72 | |
| G2PMParadigm=Graph Foundation Models, Setup=1-shot2026.05 | 59.9 | |
| GCOPEParadigm=Graph Foundation Models, Setup=1-shot2026.05 | 59.17 | |
| GPFParadigm=Prompt-based Adaptation, Setup=1-shot2026.05 | 59.13 | |
| GraphPromptEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 59 | |
| GraphPrompt+Paradigm=Prompt-based Adaptation, Setup=1-shot2026.05 | 58.23 | |
| MDGFMParadigm=Graph Foundation Models, Setup=1-shot2026.05 | 57.78 | |
| RiemannGFMParadigm=Graph Foundation Models, Setup=1-shot2026.05 | 57.2 | |
| GraphACLParadigm=Self-Supervised Pretraining with Fine-tuning, Setup=1-shot2026.05 | 56.6 | |
| GATParadigm=Task-Supervised GNNs, Setup=1-shot2026.05 | 56.51 | |
| GPPTParadigm=Prompt-based Adaptation, Setup=1-shot2026.05 | 53.94 | |
| DGIParadigm=Self-Supervised Pretraining with Fine-tuning, Setup=1-shot2026.05 | 50.66 | |
| GCNParadigm=Task-Supervised GNNs, Setup=1-shot2026.05 | 50.39 | |
| SAMGPTParadigm=Graph Foundation Models, Setup=1-shot2026.05 | 49.8 | |
| DAGPrompTEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 49.7 | |
| GraphCLParadigm=Self-Supervised Pretraining with Fine-tuning, Setup=1-shot2026.05 | 48.86 | |
| FAGCNParadigm=Task-Supervised GNNs, Setup=1-shot2026.05 | 47.91 | |
| H2GCNParadigm=Task-Supervised GNNs, Setup=1-shot2026.05 | 42.95 | |
| GraphPromptParadigm=Prompt-based Adaptation, Setup=1-shot2026.05 | 42.6 | |
| GPMParadigm=Graph Foundation Models, Setup=1-shot2026.05 | 37.85 | |
| GPPTEvaluation Protocol=Prompt Learning, Shot=1, Pre-trained Dataset=Cora2026.02 | 36.54 | |
| MixHopParadigm=Self-Supervised Pretraining with Fine-tuning, Setup=1-shot2026.05 | 32.77 |