Node Classification on PubMed (Mean Accuracy)
85.03Mean AccuracyLG Co-Teaching
Evaluation results
| Method | Links | |
|---|---|---|
| LG Co-TeachingSource dataset=ogbn-arxiv, Mode=Zero-shot cross-dataset2026.06 | 85.03 | |
| GNN-as-JudgeSource dataset=ogbn-arxiv, Mode=Zero-shot cross-dataset2026.06 | 83.41 | |
| GAUGEShot=5-shot2026.06 | 71.63 | |
| GraphAnyShot=5-shot2026.06 | 70.19 | |
| SAMGPTShot=5-shot2026.06 | 68.81 | |
| GCOPEShot=5-shot2026.06 | 67.66 | |
| RAGraphShot=5-shot2026.06 | 65.71 | |
| G2PMShot=5-shot2026.06 | 65.63 | |
| GETShot=5-shot2026.06 | 64.55 | |
| RiemannGFMShot=5-shot2026.06 | 64.03 | |
| UniPromptShot=5-shot2026.06 | 63.64 | |
| MDGFMShot=5-shot2026.06 | 63.62 | |
| GFTShot=5-shot2026.06 | 63.11 | |
| GAUGEShot=1-shot2026.06 | 61.26 | |
| GRACEShot=5-shot2026.06 | 59.66 | |
| DGIShot=5-shot2026.06 | 58.2 | |
| RiemannGFMShot=1-shot2026.06 | 56.82 | |
| GraphMAEShot=5-shot2026.06 | 56.54 | |
| GraphAnyShot=1-shot2026.06 | 54.18 | |
| GFTShot=1-shot2026.06 | 52.39 | |
| GraphSAGEShot=5-shot2026.06 | 51.76 | |
| RAGraphShot=1-shot2026.06 | 51.39 | |
| GCNShot=5-shot2026.06 | 51.34 | |
| GATShot=5-shot2026.06 | 50.37 | |
| MDGFMShot=1-shot2026.06 | 45.44 | |
| GCOPEShot=1-shot2026.06 | 44.78 | |
| G2PMShot=1-shot2026.06 | 43.84 | |
| GraphMAEShot=1-shot2026.06 | 43.63 | |
| SAMGPTShot=1-shot2026.06 | 43.51 | |
| GETShot=1-shot2026.06 | 42.37 | |
| DGIShot=1-shot2026.06 | 41.64 | |
| GraphSAGEShot=1-shot2026.06 | 41.36 | |
| GRACEShot=1-shot2026.06 | 41.04 | |
| GCNShot=1-shot2026.06 | 40.91 | |
| UniPromptShot=1-shot2026.06 | 40.34 | |
| GATShot=1-shot2026.06 | 39.86 | |
| LLaGASource dataset=ogbn-arxiv, Mode=Zero-shot cross-dataset2026.06 | 30.52 | |
| GraphGPTSource dataset=ogbn-arxiv, Mode=Zero-shot cross-dataset2026.06 | 10.54 |