Node Classification on Photo (Acc, Macro-F1)
97.66AccuracyGQT + RGVQ
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GQT + RGVQ2025.08 | 97.66 | — | |
| GraphTARIF2026.05 | 97.03 | — | |
| GAT2026.05 | 96.69 | — | |
| GATapplied_enhancement=Transductive Sharpening2026.05 | 96.6 | — | |
| Polynormer2026.05 | 96.57 | — | |
| SAGEapplied_enhancement=Transductive Sharpening2026.05 | 96.51 | — | |
| SAGE2026.05 | 96.43 | — | |
| GCNapplied_enhancement=Transductive Sharpening2026.05 | 96.21 | — | |
| GQT + AP2025.08 | 96.15 | — | |
| NAGphormer2026.05 | 96.14 | — | |
| GCN2026.05 | 95.9 | — | |
| Exphormer2026.05 | 95.69 | — | |
| SGFormer2026.05 | 95.58 | — | |
| OGFormer2026.05 | 95.5 | — | |
| GNSNData splits=102026.05 | 95.43 | — | |
| Exphomer2025.08 | 95.35 | — | |
| GQT + SimVQ2025.08 | 95.21 | — | |
| GQT + Reset2025.08 | 95.15 | — | |
| SGFormer2025.08 | 95.1 | — | |
| GraphGPS2025.08 | 95.06 | — | |
| GraphGPS2026.05 | 94.89 | — | |
| GQT + PT2025.08 | 94.74 | — | |
| GQT2025.08 | 94.46 | — | |
| GOAT2026.05 | 94.33 | — | |
| GTRole=Teacher2026.05 | 94.2 | — | |
| GQT + EMA2025.08 | 94.01 | — | |
| GAT2025.08 | 93.87 | — | |
| MixHopData splits=102026.05 | 93.6 | — | |
| MM-FGCNData splits=102026.05 | 93.55 | — | |
| BLENDData splits=102026.05 | 93.5 | — | |
| NodeFormer2025.08 | 93.46 | — | |
| NodeFormer2026.05 | 93.43 | — | |
| FRONDData splits=102026.05 | 93.1 | — | |
| CDEData splits=102026.05 | 93.05 | — | |
| GCNTeacher Model=GT, Distillation Setting=M2D (Feat.)2026.05 | 92.97 | — | |
| GCN2025.08 | 92.7 | — | |
| GREADData splits=102026.05 | 92.65 | — | |
| GRAFFData splits=102026.05 | 92.59 | — | |
| Geom-GCNData splits=102026.05 | 92.35 | — | |
| GRANDData splits=102026.05 | 92.3 | — | |
| GCNTeacher Model=GT, Distillation Setting=M2D (Both)2026.05 | 91.98 | — | |
| ACMPData splits=102026.05 | 91.8 | — | |
| GraphSageData splits=102026.05 | 91.4 | — | |
| GATRole=Teacher2026.05 | 91.35 | — | |
| GDEData splits=102026.05 | 91.3 | — | |
| GCNTeacher Model=GT, Distillation Setting=M2D (Adj)2026.05 | 91.25 | — | |
| GCNData splits=102026.05 | 91.2 | — | |
| GCNTeacher Model=GAT, Distillation Setting=M2D (Both)2026.05 | 91.17 | — | |
| GCNTeacher Model=GAT, Distillation Setting=M2D (Feat.)2026.05 | 90.83 | — | |
| GCNTeacher Model=GAT, Distillation Setting=M2D (Adj)2026.05 | 90.56 | — | |
| GCNDistillation Setting=Van.2026.05 | 90.23 | — | |
| GCNTeacher Model=GT, Distillation Setting=w/o2026.05 | 90.08 | — | |
| GCNTeacher Model=GAT, Distillation Setting=w/o2026.05 | 90.01 | — | |
| MLPData splits=102026.05 | 88.45 | — | |
| MLPapplied_enhancement=Transductive Sharpening2026.05 | 87.65 | — | |
| MLP2026.05 | 87.57 | — | |
| LAGAScenario=Text Imbalance, Perturbation Ratio=0.22025.10 | 87.22 | — | |
| LAGAScenario=Label Sparsity, Perturbation Ratio=0.22025.10 | 87.11 | — | |
| LAGAScenario=Text Noise, Perturbation Ratio=0.22025.10 | 87.03 | — | |
| LAGAScenario=Text Sparsity, Perturbation Ratio=0.22025.10 | 86.75 | — | |
| LAGAScenario=Text Imbalance, Perturbation Ratio=0.42025.10 | 86.41 | — | |
| LAGAScenario=Structure Sparsity, Perturbation Ratio=0.22025.10 | 86.19 | — | |
| LAGAScenario=Structure Imbalance, Perturbation Ratio=0.22025.10 | 86.17 | — | |
| LAGAScenario=Text Noise, Perturbation Ratio=0.42025.10 | 86.02 | — | |
| GATData splits=102026.05 | 85.7 | — | |
| LAGAScenario=Text Sparsity, Perturbation Ratio=0.42025.10 | 85.38 | — | |
| LAGAScenario=Text Imbalance, Perturbation Ratio=0.82025.10 | 85.27 | — | |
| LAGAScenario=Label Sparsity, Perturbation Ratio=0.42025.10 | 85.21 | — | |
| GraphPatcherScenario=Structure Imbalance, Perturbation Ratio=0.22025.10 | 85.2 | — | |
| LAGAScenario=Text Noise, Perturbation Ratio=0.82025.10 | 84.87 | — | |
| LAGAScenario=Structure Imbalance, Perturbation Ratio=0.42025.10 | 84.76 | — | |
| CTD-MLMScenario=Text Noise, Perturbation Ratio=0.22025.10 | 84.75 | — | |
| UltraTAG-SScenario=Text Sparsity, Perturbation Ratio=0.22025.10 | 84.69 | — | |
| PoDAScenario=Text Noise, Perturbation Ratio=0.22025.10 | 84.61 | — | |
| RawlsGCNScenario=Structure Imbalance, Perturbation Ratio=0.22025.10 | 84.53 | — | |
| GraFNScenario=Label Sparsity, Perturbation Ratio=0.22025.10 | 84.36 | — | |
| RawlsGCNScenario=Structure Imbalance, Perturbation Ratio=0.42025.10 | 84.18 | — | |
| LAGAScenario=Structure Noise, Perturbation Ratio=0.22025.10 | 83.93 | — | |
| GraphHopScenario=Label Sparsity, Perturbation Ratio=0.22025.10 | 83.91 | — | |
| UltraTAG-SScenario=Text Sparsity, Perturbation Ratio=0.42025.10 | 83.72 | — | |
| LAGAScenario=Structure Sparsity, Perturbation Ratio=0.42025.10 | 83.63 | — | |
| UltraTAG-SScenario=Text Imbalance, Perturbation Ratio=0.22025.10 | 83.59 | — | |
| LAGAScenario=Structure Imbalance, Perturbation Ratio=0.82025.10 | 83.59 | — | |
| GraphPatcherScenario=Structure Imbalance, Perturbation Ratio=0.42025.10 | 83.28 | — | |
| PoDAScenario=Text Noise, Perturbation Ratio=0.42025.10 | 83.1 | — | |
| UltraTAG-SScenario=Text Imbalance, Perturbation Ratio=0.42025.10 | 83.01 | — | |
| SEGSLScenario=Structure Sparsity, Perturbation Ratio=0.22025.10 | 82.99 | — | |
| RawlsGCNScenario=Structure Imbalance, Perturbation Ratio=0.82025.10 | 82.99 | — | |
| LAGAScenario=Label Imbalance, Perturbation Ratio=0.22025.10 | 82.91 | — | |
| CTD-MLMScenario=Text Noise, Perturbation Ratio=0.42025.10 | 82.84 | — | |
| LAGAScenario=Text Sparsity, Perturbation Ratio=0.82025.10 | 82.7 | — | |
| LLM-TGScenario=Text Sparsity, Perturbation Ratio=0.22025.10 | 82.65 | — | |
| LLM-TGScenario=Text Imbalance, Perturbation Ratio=0.22025.10 | 82.65 | — | |
| GraphPatcherScenario=Structure Imbalance, Perturbation Ratio=0.82025.10 | 82.57 | — | |
| UltraTAG-SScenario=Text Imbalance, Perturbation Ratio=0.82025.10 | 82.34 | — | |
| GraFNScenario=Label Sparsity, Perturbation Ratio=0.42025.10 | 82.25 | — | |
| GraphHopScenario=Label Sparsity, Perturbation Ratio=0.42025.10 | 82.23 | — | |
| LAGAScenario=Label Noise, Perturbation Ratio=0.22025.10 | 81.66 | — | |
| LAGAScenario=Label Imbalance, Perturbation Ratio=0.42025.10 | 81.59 | — | |
| CTD-MLMScenario=Text Noise, Perturbation Ratio=0.82025.10 | 81.44 | — |