Node Classification on Cora (Accuracy Focus)
93.35AccuracyGNNMERGE
Evaluation Results
| Method | Links | |
|---|---|---|
| GNNMERGEM=GNN B2026.06 | 93.35 | |
| BaseM=GNN B2026.06 | 93.03 | |
| WAVG.M=GNN B2026.06 | 92.72 | |
| KCoTEvaluation Protocol=TASK EXPERT2026.05 | 91.64 | |
| KCoTEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 91.34 | |
| LAGAScenario=Text Imbalance, Perturbation Ratio=0.22025.10 | 90.88 | |
| IMPRESSWays=2, Shots=52026.04 | 90.8 | |
| KCoTEvaluation Protocol=SINGLE FOCUS2026.05 | 90.63 | |
| LLAGA-HOEvaluation Protocol=TASK EXPERT2026.05 | 89.85 | |
| IMPRESSWays=2, Shots=32026.04 | 89.83 | |
| PERMUTEM=GNN B2026.06 | 89.71 | |
| LAGAScenario=Label Sparsity, Perturbation Ratio=0.22025.10 | 89.48 | |
| SURGERYM=GNN B2026.06 | 89.43 | |
| LLAGA-HOEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 89.3 | |
| LLAGA-HOEvaluation Protocol=SINGLE FOCUS2026.05 | 89.22 | |
| SAGNEvaluation Protocol=SINGLE FOCUS2026.05 | 89.19 | |
| GATEvaluation Protocol=SINGLE FOCUS2026.05 | 88.97 | |
| GraphGPTEvaluation Protocol=TASK EXPERT2026.05 | 88.95 | |
| GCNEvaluation Protocol=SINGLE FOCUS2026.05 | 88.93 | |
| GraphSAGEEvaluation Protocol=SINGLE FOCUS2026.05 | 88.89 | |
| LLAGA-NDEvaluation Protocol=SINGLE FOCUS2026.05 | 88.86 | |
| LAGAScenario=Text Noise, Perturbation Ratio=0.22025.10 | 88.74 | |
| GNSNMethod Category=New, Trials=102026.05 | 88.73 | |
| GNSNData splits=102026.05 | 88.73 | |
| GREADMethod Category=Diff. equation, Trials=102026.05 | 88.57 | |
| GREADData splits=102026.05 | 88.57 | |
| LAGAScenario=Label Noise, Perturbation Ratio=0.22025.10 | 88.56 | |
| LAGAScenario=Structure Sparsity, Perturbation Ratio=0.22025.10 | 88.48 | |
| GraphGPTEvaluation Protocol=SINGLE FOCUS2026.05 | 88.45 | |
| GCNIIMethod Category=Anti-Ovs., Trials=102026.05 | 88.37 | |
| GCNIIData splits=102026.05 | 88.37 | |
| LAGAScenario=Text Sparsity, Perturbation Ratio=0.22025.10 | 88.34 | |
| UltraTAG-SScenario=Text Imbalance, Perturbation Ratio=0.22025.10 | 88.34 | |
| GQT + RGVQ2025.08 | 88.34 | |
| ZIPIT!M=GNN B2026.06 | 88.33 | |
| LINXData splits=102026.05 | 88.31 | |
| LAGAScenario=Text Noise, Perturbation Ratio=0.42025.10 | 88.27 | |
| LAGAScenario=Text Imbalance, Perturbation Ratio=0.42025.10 | 88.26 | |
| NodeFormerEvaluation Protocol=SINGLE FOCUS2026.05 | 88.23 | |
| WRGATData splits=102026.05 | 88.2 | |
| LAGAScenario=Label Sparsity, Perturbation Ratio=0.42025.10 | 88.19 | |
| LLAGA-NDEvaluation Protocol=TASK EXPERT2026.05 | 88.19 | |
| BLENDData splits=102026.05 | 88.09 | |
| GPNData splits=102026.05 | 88.07 | |
| AdNGCL2026.05 | 88.05 | |
| SGCEvaluation Protocol=SINGLE FOCUS2026.05 | 87.97 | |
| LAGAScenario=Text Noise, Perturbation Ratio=0.82025.10 | 87.96 | |
| GGCNData splits=102026.05 | 87.95 | |
| GPR-GNNData splits=102026.05 | 87.95 | |
| GREAD-Exp2026.04 | 87.94 | |
| LAGAScenario=Structure Imbalance, Perturbation Ratio=0.22025.10 | 87.92 | |
| ACM-GCNData splits=102026.05 | 87.91 | |
| H2GCNData splits=102026.05 | 87.87 | |
| CDEData splits=102026.05 | 87.7 | |
| LAGAScenario=Structure Sparsity, Perturbation Ratio=0.42025.10 | 87.67 | |
| LLAGA-NDEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 87.64 | |
| LAGAScenario=Structure Imbalance, Perturbation Ratio=0.42025.10 | 87.63 | |
| LAGAScenario=Label Noise, Perturbation Ratio=0.42025.10 | 87.63 | |
| GRAFFMethod Category=Diff. equation, Trials=102026.05 | 87.61 | |
| MixHopData splits=102026.05 | 87.61 | |
| GRAFFData splits=102026.05 | 87.61 | |
| GraphGPTEvaluation Protocol=CLASSIFICATION EXPERT2026.05 | 87.6 | |
| NegAmp.2026.05 | 87.43 | |
| GCONData splits=102026.05 | 87.4 | |
| GRANDMethod Category=Diff. equation, Trials=102026.05 | 87.36 | |
| GRANDData splits=102026.05 | 87.36 | |
| GREAD-BS2026.04 | 87.33 | |
| GDEMethod Category=Cont.-t., Trials=102026.05 | 87.22 | |
| GDEData splits=102026.05 | 87.22 | |
| FA-GCNData splits=102026.05 | 87.21 | |
| MLPData splits=102026.05 | 87.16 | |
| LAGAScenario=Text Imbalance, Perturbation Ratio=0.82025.10 | 87.15 | |
| PloyGCLMethod Category=Hetero-oriented, Trials=102026.05 | 87.15 | |
| PloyGCLData splits=102026.05 | 87.15 | |
| GloGNNData splits=102026.05 | 87.15 | |
| SURGERYM=GNN A2026.06 | 87.13 | |
| CGNNMethod Category=Cont.-t., Trials=102026.05 | 87.1 | |
| CGNNData splits=102026.05 | 87.1 | |
| UltraTAG-SScenario=Text Sparsity, Perturbation Ratio=0.22025.10 | 87.08 | |
| LAGAScenario=Label Imbalance, Perturbation Ratio=0.22025.10 | 87.04 | |
| GCNData splits=102026.05 | 86.98 | |
| LAGAScenario=Structure Imbalance, Perturbation Ratio=0.82025.10 | 86.95 | |
| LAGAScenario=Text Sparsity, Perturbation Ratio=0.42025.10 | 86.92 | |
| LAGAScenario=Label Sparsity, Perturbation Ratio=0.82025.10 | 86.9 | |
| GraphSageData splits=102026.05 | 86.9 | |
| SheafData splits=102026.05 | 86.9 | |
| MVGRL2026.05 | 86.8 | |
| UltraTAG-SScenario=Text Imbalance, Perturbation Ratio=0.42025.10 | 86.72 | |
| LAGAScenario=Structure Noise, Perturbation Ratio=0.22025.10 | 86.56 | |
| BaseM=GNN A2026.06 | 86.54 | |
| JKNetMethod Category=Anti-Ovs., Trials=102026.05 | 86.48 | |
| JKNetData splits=102026.05 | 86.48 | |
| FLODE2026.04 | 86.44 | |
| GQT2025.08 | 86.44 | |
| OGFormer2026.05 | 86.4 | |
| GATData splits=102026.05 | 86.33 | |
| HGODE2026.04 | 86.26 | |
| HGODE2026.04 | 86.26 | |
| GQT + EMA2025.08 | 86.23 | |
| TLPWays=2, Shots=52026.04 | 86.15 |