Node Classification on Pubmed (ASR, Clean Accuracy)
86.51Clean AccuracyVanilla
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VanillaTarget Model=GAT2026.03 | 86.51 | — | |
| VanillaTarget Model=GIN2026.03 | 86.51 | — | |
| VanillaTarget Model=GCN2026.03 | 86.38 | — | |
| GTA-CTarget Model=GIN2026.03 | 86.35 | 42.34 | |
| UGBA-CTarget Model=GAT2026.03 | 86.33 | 66.07 | |
| DPGBA-CTarget Model=GIN2026.03 | 86.22 | 66.17 | |
| Ba-LogicTarget Model=GIN2026.03 | 86.21 | 99.04 | |
| GTA-CTarget Model=GCN2026.03 | 86.17 | 38.84 | |
| Ba-LogicTarget Model=GCN2026.03 | 86.03 | 96.75 | |
| ERBATarget Model=GAT2026.03 | 85.91 | 22.24 | |
| ECGBATarget Model=GCN2026.03 | 85.86 | 37.46 | |
| UGBA-CTarget Model=GIN2026.03 | 85.81 | 68.69 | |
| GTA-CTarget Model=GAT2026.03 | 85.78 | 42.14 | |
| ECGBATarget Model=GAT2026.03 | 85.61 | 41.54 | |
| EBA-CTarget Model=GCN2026.03 | 85.6 | 31.89 | |
| ERBATarget Model=GCN2026.03 | 85.58 | 22.18 | |
| ERBATarget Model=GIN2026.03 | 85.57 | 15.46 | |
| EBA-CTarget Model=GAT2026.03 | 85.46 | 30.13 | |
| EBA-CTarget Model=GIN2026.03 | 85.44 | 30.99 | |
| DPGBA-CTarget Model=GCN2026.03 | 85.41 | 64.19 | |
| UGBA-CTarget Model=GCN2026.03 | 85.31 | 71.24 | |
| DPGBA-CTarget Model=GAT2026.03 | 85.21 | 67.05 | |
| Ba-LogicTarget Model=GAT2026.03 | 85.13 | 94.88 | |
| ECGBATarget Model=GIN2026.03 | 83.63 | 43.14 |