Node Classification on Texas heterophilic (test)
81.4AccuracyLSE
Evaluation results
| Method | Links | |
|---|---|---|
| LSEvariant=GHN-LSE2026.03 | 81.4 | |
| LSRvariant=GHN-LSR2026.03 | 80.8 | |
| Hier(8)variant=GHN-Hier, levels=82026.03 | 80.5 | |
| NoMemdescription=energy-descent architectural ablation2026.03 | 80.5 | |
| MLP2026.03 | 80.3 | |
| GPR-GNN2026.03 | 78.4 | |
| GraphSAGE2026.03 | 78.4 | |
| GCN2026.03 | 70.3 | |
| APPNP2026.03 | 70 | |
| GAT2026.03 | 68.6 | |
| GIN2026.03 | 64.9 | |
| LHSAttack Type=OOD2023.12 | 0.7115 | |
| LHSAttack Type=Injected2023.12 | 0.6819 | |
| BM-GCNAttack Type=Injected2023.12 | 0.6322 | |
| BM-GCNAttack Type=OOD2023.12 | 0.6217 | |
| SimP-GCNAttack Type=Injected2023.12 | 0.6031 | |
| SimP-GCNAttack Type=OOD2023.12 | 0.5976 | |
| GPNNAttack Type=OOD2023.12 | 0.5633 | |
| UGCNAttack Type=OOD2023.12 | 0.504 | |
| H2GCNAttack Type=OOD2023.12 | 0.4533 | |
| UGCNAttack Type=Injected2023.12 | 0.4192 | |
| H2GCNAttack Type=Injected2023.12 | 0.3986 | |
| GPNNAttack Type=Injected2023.12 | 0.3878 |