Node Classification on Cora (F1 score)
93.51F1 ScoreCNL-GNN
Evaluation Results
| Method | Links | |
|---|---|---|
| CNL-GNNevaluation_protocol=5-fold cross-validation2026.02 | 93.51 | |
| CAMevaluation_protocol=5-fold cross-validation2026.02 | 90.87 | |
| CaNetevaluation_protocol=5-fold cross-validation2026.02 | 84.32 | |
| Q-GCNSignature=Q1,15, d-hyperbolicity=11.02021.06 | 83.72 | |
| CITEDBackbone=GAT2026.02 | 83.61 | |
| CITEDBackbone=FAGCN2026.02 | 83.44 | |
| CIEevaluation_protocol=5-fold cross-validation2026.02 | 83.36 | |
| Q-GCNSignature=Q2,14, d-hyperbolicity=11.02021.06 | 83.1 | |
| GATManifold=Euclidean, d-hyperbolicity=11.02021.06 | 83.05 | |
| RandomWMBackbone=GAT2026.02 | 82.87 | |
| RandomWMBackbone=SAGE2026.02 | 82.67 | |
| CITEDBackbone=SAGE2026.02 | 82.61 | |
| Q-GCNSignature=Q0,16, d-hyperbolicity=11.02021.06 | 82.51 | |
| CITEDBackbone=GCNII2026.02 | 82.37 | |
| SurviveWMBackbone=SAGE2026.02 | 82.27 | |
| SurviveWMBackbone=GAT2026.02 | 82.17 | |
| CITEDBackbone=GCN2026.02 | 81.98 | |
| GCNManifold=Euclidean, d-hyperbolicity=11.02021.06 | 81.9 | |
| GrOVeBackbone=SAGE2026.02 | 81.75 | |
| Q-GCNSignature=Q14,2, d-hyperbolicity=11.02021.06 | 81.62 | |
| SGCManifold=Euclidean, d-hyperbolicity=11.02021.06 | 81.6 | |
| GrOVeBackbone=GAT2026.02 | 81.42 | |
| κ-GCNManifold=S16, d-hyperbolicity=11.02021.06 | 81.08 | |
| BackdoorWMBackbone=GAT2026.02 | 80.64 | |
| Q-GCNSignature=Q15,1, d-hyperbolicity=11.02021.06 | 80.57 | |
| BackdoorWMBackbone=SAGE2026.02 | 80.55 | |
| SurviveWMBackbone=GCNII2026.02 | 80.41 | |
| SurviveWMBackbone=FAGCN2026.02 | 80.32 | |
| GrOVeBackbone=FAGCN2026.02 | 80.24 | |
| RandomWMBackbone=FAGCN2026.02 | 80.24 | |
| GrOVeBackbone=GCN2026.02 | 80.18 | |
| SurviveWMBackbone=GCN2026.02 | 79.93 | |
| Q-GCNSignature=Q13,3, d-hyperbolicity=11.02021.06 | 79.91 | |
| HGCNManifold=H16, d-hyperbolicity=11.02021.06 | 79.9 | |
| RandomWMBackbone=GCN2026.02 | 79.83 | |
| κ-GCNManifold=H16, d-hyperbolicity=11.02021.06 | 79.8 | |
| RandomWMBackbone=GCNII2026.02 | 79.54 | |
| GrOVeBackbone=GCNII2026.02 | 79.38 | |
| κ-GCNManifold=H8 x S8, d-hyperbolicity=11.02021.06 | 79.3 | |
| BackdoorWMBackbone=GCNII2026.02 | 78.94 | |
| BackdoorWMBackbone=FAGCN2026.02 | 78.93 | |
| BackdoorWMBackbone=GCN2026.02 | 77.85 | |
| SAGEManifold=Euclidean, d-hyperbolicity=11.02021.06 | 74.9 | |
| GAT-ICLevaluation_protocol=5-fold cross-validation2026.02 | 74.47 | |
| GCN-ICLevaluation_protocol=5-fold cross-validation2026.02 | 73.94 | |
| ACE-GATevaluation_protocol=5-fold cross-validation2026.02 | 72.37 | |
| GCILevaluation_protocol=5-fold cross-validation2026.02 | 71.59 | |
| ACE-GCNevaluation_protocol=5-fold cross-validation2026.02 | 61.9 |