Node Classification on CiteSeer (F1 score)
74.13F1 ScoreQ-GCN
Evaluation results
| Method | Links | |
|---|---|---|
| Q-GCNSignature=Q13,3, d-hyperbolicity=4.52021.06 | 74.13 | |
| Q-GCNSignature=Q14,2, d-hyperbolicity=4.52021.06 | 73.43 | |
| κ-GCNManifold=H16, d-hyperbolicity=4.52021.06 | 73.25 | |
| Q-GCNSignature=Q1,15, d-hyperbolicity=4.52021.06 | 73.19 | |
| κ-GCNManifold=H8 x S8, d-hyperbolicity=4.52021.06 | 73.05 | |
| Q-GCNSignature=Q2,14, d-hyperbolicity=4.52021.06 | 72.72 | |
| Q-GCNSignature=Q15,1, d-hyperbolicity=4.52021.06 | 72.67 | |
| Q-GCNSignature=Q0,16, d-hyperbolicity=4.52021.06 | 72.54 | |
| GCNManifold=Euclidean, d-hyperbolicity=4.52021.06 | 72.27 | |
| κ-GCNManifold=S16, d-hyperbolicity=4.52021.06 | 72.13 | |
| SGCManifold=Euclidean, d-hyperbolicity=4.52021.06 | 71.6 | |
| GATManifold=Euclidean, d-hyperbolicity=4.52021.06 | 71.1 | |
| SAGEManifold=Euclidean, d-hyperbolicity=4.52021.06 | 69.2 | |
| CITEDBackbone=SAGE2026.02 | 68.95 | |
| CITEDBackbone=GCN2026.02 | 68.92 | |
| HGCNManifold=H16, d-hyperbolicity=4.52021.06 | 68.9 | |
| RandomWMBackbone=FAGCN2026.02 | 68.55 | |
| CITEDBackbone=FAGCN2026.02 | 68.42 | |
| GrOVeBackbone=FAGCN2026.02 | 68.21 | |
| SurviveWMBackbone=FAGCN2026.02 | 67.71 | |
| CITEDBackbone=GAT2026.02 | 67.59 | |
| BackdoorWMBackbone=FAGCN2026.02 | 67.31 | |
| CITEDBackbone=GCNII2026.02 | 67.26 | |
| SurviveWMBackbone=SAGE2026.02 | 67.21 | |
| BackdoorWMBackbone=SAGE2026.02 | 66.77 | |
| RandomWMBackbone=SAGE2026.02 | 66.69 | |
| GrOVeBackbone=GAT2026.02 | 66.64 | |
| RandomWMBackbone=GAT2026.02 | 66.61 | |
| GrOVeBackbone=GCNII2026.02 | 66.44 | |
| RandomWMBackbone=GCNII2026.02 | 66.44 | |
| GrOVeBackbone=SAGE2026.02 | 66.3 | |
| BackdoorWMBackbone=GCNII2026.02 | 66.25 | |
| GrOVeBackbone=GCN2026.02 | 66.07 | |
| BackdoorWMBackbone=GAT2026.02 | 66.02 | |
| RandomWMBackbone=GCN2026.02 | 65.9 | |
| SurviveWMBackbone=GCNII2026.02 | 65.7 | |
| BackdoorWMBackbone=GCN2026.02 | 65.36 | |
| SurviveWMBackbone=GCN2026.02 | 65.31 | |
| SurviveWMBackbone=GAT2026.02 | 65.07 |