Node Classification on PubMed (Accuracy at P=0.4, 0.5, 0.6)
75.68Accuracy (P=0.4)STEM-GNN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| STEM-GNNEvaluation protocol=frozen-deployment protocol, Structural noise type=random undirected edge deletion2026.02 | 75.68 | 75.64 | 75.45 | 75.09 | |
| GFTEvaluation protocol=frozen-deployment protocol, Structural noise type=random undirected edge deletion2026.02 | 75.46 | 75.11 | 71.47 | 73.78 | |
| MARIOEvaluation protocol=frozen-deployment protocol, Structural noise type=random undirected edge deletion2026.02 | 75.28 | 75.16 | 74.8 | 74.5 | |
| TFEGNNEvaluation protocol=frozen-deployment protocol, Structural noise type=random undirected edge deletion2026.02 | 73.51 | 73.02 | 72.52 | 73.26 | |
| GraphMETROEvaluation protocol=frozen-deployment protocol, Structural noise type=random undirected edge deletion2026.02 | 73.41 | 72.49 | 72.05 | 72.53 | |
| CaNetEvaluation protocol=frozen-deployment protocol, Structural noise type=random undirected edge deletion2026.02 | 73.17 | 72.74 | 72.46 | 73.22 |