Node Classification on Wisconsin (test)
94.89Mean AccuracyHiGCN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| HiGCNOrder=42023.09 | 94.89 | — | — | — | — | — | |
| HiGCNOrder=22023.09 | 94.69 | — | — | — | — | — | |
| HiGCNOrder=12023.09 | 94.39 | — | — | — | — | — | |
| HiGCNOrder=32023.09 | 94.12 | — | — | — | — | — | |
| MLP2023.09 | 93.56 | — | — | — | — | — | |
| BernNet2023.09 | 91.82 | — | — | — | — | — | |
| ChebNet2023.09 | 90.57 | — | — | — | — | — | |
| Sheaf2024.10 | 89.41 | — | — | — | — | — | |
| BundlePolySD2025.11 | 89.41 | — | — | — | — | — | |
| NSDrestriction maps=orthogonal2025.11 | 89.41 | — | — | — | — | — | |
| JdSNN2025.11 | 89.22 | — | — | — | — | — | |
| NSDrestriction maps=general2025.11 | 89.21 | — | — | — | — | — | |
| GeneralPolySD2025.11 | 88.82 | — | — | — | — | — | |
| TopoU-Net2026.05 | 88.8 | — | — | — | — | — | |
| Conn-NSD2025.11 | 88.73 | — | — | — | — | — | |
| DiagPolySD2025.11 | 88.63 | — | — | — | — | — | |
| NSDrestriction maps=diagonal2025.11 | 88.63 | — | — | — | — | — | |
| DSHN2025.10 | 88.63 | — | — | 3.49 | — | — | |
| GPRGNN2023.09 | 88.54 | — | — | — | — | — | |
| JdSNNweighting=none2025.11 | 88.43 | — | — | — | — | — | |
| PPGNNGraph modification variant=Original2022.06 | 88.2 | — | — | — | — | — | |
| RiSNNtransport=none2025.11 | 88.04 | — | — | — | — | — | |
| ASPECTEvaluation Protocol=linear protocol2026.04 | 88 | — | — | — | — | — | |
| G2-GraphSAGEgradient_gating=true2022.10 | 87.84 | — | — | — | — | — | |
| CoEDedge direction learning=false2024.10 | 87.84 | — | — | — | — | — | |
| RiSNN2025.11 | 87.84 | — | — | — | — | — | |
| AllDeepSets2025.10 | 87.84 | — | — | 3.69 | — | — | |
| GGCN2023.09 | 87.65 | — | — | — | — | — | |
| H2GCN2022.10 | 87.65 | — | — | — | — | — | |
| G2-GATgradient_gating=true2022.10 | 87.65 | — | — | — | — | — | |
| H2GCNHalf-Hop augmentation=false2023.08 | 87.65 | — | — | — | — | — | |
| H2GCN2025.11 | 87.65 | — | — | — | — | — | |
| UDGNNBackbone=GCN2022.05 | 87.64 | — | — | — | — | — | |
| ANSD2025.11 | 87.45 | — | — | — | — | — | |
| GeDi-HNN2025.10 | 87.45 | — | — | 3.41 | — | — | |
| DHGNN2025.10 | 87.45 | — | — | 3.84 | — | — | |
| k-S2V2023.09 | 87.44 | — | — | — | — | — | |
| DSHNLight2025.10 | 87.25 | — | — | 4.9 | — | — | |
| F2GAT2022.10 | 87.06 | — | — | — | — | — | |
| GloGNN2022.10 | 87.06 | — | — | — | — | — | |
| G2-GCNgradient_gating=true2022.10 | 87.06 | — | — | — | — | — | |
| WRGAT2021.06 | 86.98 | — | — | — | — | — | |
| UDGNNBackbone=SAGE2022.05 | 86.86 | — | — | — | — | — | |
| GGCN2022.10 | 86.86 | — | — | — | — | — | |
| GGCNHalf-Hop augmentation=false2023.08 | 86.86 | — | — | — | — | — | |
| GGCN2024.10 | 86.86 | — | — | — | — | — | |
| GGCN2025.11 | 86.86 | — | — | — | — | — | |
| UniGCNII2025.10 | 86.86 | — | — | 4.3 | — | — | |
| H2GCNGraph modification variant=Original2022.06 | 86.7 | — | — | — | — | — | |
| H2GCNbest model variant=true2021.06 | 86.67 | — | — | — | — | — | |
| EIGNNAttack=FGSM, Perturbation=0.00012022.02 | 86.67 | — | — | — | — | — | |
| EIGNNAttack=PGD, Perturbation=0.00012022.02 | 86.67 | — | — | — | — | — | |
| H2GCN-12022.05 | 86.67 | — | — | — | — | — | |
| HyperND2025.10 | 86.67 | — | — | 5.02 | — | — | |
| UDGNN*Backbone=GCN2022.05 | 86.47 | — | — | — | — | — | |
| Co-GNN2024.10 | 86.47 | — | — | — | — | — | |
| SAN2025.11 | 86.47 | — | — | — | — | — | |
| AllSetTransformer2025.10 | 86.27 | — | — | 3.92 | — | — | |
| H2GCN-22022.05 | 85.88 | — | — | — | — | — | |
| HH-GraphSAGEBackbone=GraphSAGE, Half-Hop augmentation=true2023.08 | 85.88 | 4.7 | — | — | — | — | |
| DirGNN2024.10 | 85.88 | — | — | — | — | — | |
| MagNet2024.10 | 85.7 | — | — | — | — | — | |
| UDGNN*Backbone=SAGE2022.05 | 85.55 | — | — | — | — | — | |
| GPRGNNGraph modification variant=Original2022.06 | 85.5 | — | — | — | — | — | |
| POLYGCLEvaluation Protocol=linear protocol2026.04 | 85.5 | — | — | — | — | — | |
| UDGNNBackbone=GAT2022.05 | 85.47 | — | — | — | — | — | |
| MLP2022.05 | 85.29 | — | — | — | — | — | |
| MLP2022.10 | 85.29 | — | — | — | — | — | |
| MLPHalf-Hop augmentation=false2023.08 | 85.29 | — | — | — | — | — | |
| MLP2024.10 | 85.29 | — | — | — | — | — | |
| MLP2025.11 | 85.29 | — | — | — | — | — | |
| SheafHyperGNN2025.10 | 85.29 | — | — | 4.74 | — | — | |
| EIGNNAttack=PGD, Perturbation=0.0012022.02 | 85.1 | — | — | — | — | — | |
| GPRGNNGraph modification variant=GDC2022.06 | 85.1 | — | — | — | — | — | |
| GPRGNNGraph modification variant=Adaptive Spectral Clustering2022.06 | 85.1 | — | — | — | — | — | |
| TabPFN-GN2025.12 | 85.1 | — | — | — | — | — | |
| GloGNN2026.06 | 85.1 | — | — | — | — | — | |
| GloGNN+LCC2026.06 | 85.1 | — | — | — | — | — | |
| ED-HNN2025.10 | 85.09 | — | — | 4.89 | — | — | |
| EIGNNAttack=FGSM, Perturbation=0.0012022.02 | 84.9 | — | — | — | — | — | |
| H2GCNAttack=PGD, Perturbation=0.00012022.02 | 84.9 | — | — | — | — | — | |
| BernNetGraph modification variant=Original2022.06 | 84.9 | — | — | — | — | — | |
| LEGCN2025.10 | 84.71 | — | — | 4 | — | — | |
| GREETEvaluation Protocol=linear protocol2026.04 | 84.63 | — | — | — | — | — | |
| S3GCLEvaluation Protocol=linear protocol2026.04 | 84.56 | — | — | — | — | — | |
| ARMAGraph modification variant=Adaptive Spectral Clustering2022.06 | 84.5 | — | — | — | — | — | |
| WG-SRCn=102026.04 | 84.31 | 0.98 | — | 4.24 | — | — | |
| CHEVGraph modification variant=Adaptive Spectral Clustering2022.06 | 84.3 | — | — | — | — | — | |
| GATGraph modification variant=Adaptive Spectral Clustering2022.06 | 84.3 | — | — | — | — | — | |
| APPNPGraph modification variant=Adaptive Spectral Clustering2022.06 | 84.3 | — | — | — | — | — | |
| CMGNN2026.06 | 83.75 | — | — | — | — | — | |
| UDGNN*Backbone=GAT2022.05 | 83.72 | — | — | — | — | — | |
| H2GCNAttack=FGSM, Perturbation=0.00012022.02 | 83.53 | — | — | — | — | — | |
| HH-GATBackbone=GAT, Half-Hop augmentation=true2023.08 | 83.53 | 34.12 | — | — | — | — | |
| H2GCN+LCC2026.06 | 83.53 | — | — | — | — | — | |
| CHEVGraph modification variant=GDC2022.06 | 83.5 | — | — | — | — | — | |
| S2V2023.09 | 83.48 | — | — | — | — | — | |
| GraphSAGEn=102026.04 | 83.33 | — | — | 5.25 | — | — | |
| GCNGraph modification variant=Adaptive Spectral Clustering2022.06 | 83.1 | — | — | — | — | — | |
| MixHop2026.05 | 83.1 | — | — | — | — | — |