Node Classification on CS (accuracy)
96.8AccuracyHMH (ours)
Evaluation Results
| Method | Links | |
|---|---|---|
| HMH (ours)2026.05 | 96.8 | |
| TFE–GNN(sum)2026.05 | 96.1 | |
| Specformer2026.05 | 96.07 | |
| SLOG(N)2026.05 | 94.4 | |
| GPRGNN2026.05 | 94.2 | |
| GAT2026.05 | 93.8 | |
| BernNet2026.05 | 93.8 | |
| OptBasisGNN2026.05 | 93.8 | |
| RADE-OFBackbone=GCN2026.05 | 93.26 | |
| RADE-OFSBackbone=GCN2026.05 | 93.21 | |
| lrGAE 8Method Category=Structure-based2024.10 | 93.1 | |
| GCNBackbone=GCN2026.05 | 92.97 | |
| DropNodeBackbone=GCN2026.05 | 92.96 | |
| DropoutBackbone=GCN2026.05 | 92.92 | |
| MaskGAEMethod Category=Structure-based2024.10 | 92.9 | |
| lrGAE 6Method Category=Structure-based2024.10 | 92.9 | |
| UniFilter†2026.05 | 92.8 | |
| SeeGeraMethod Category=Feature-based2024.10 | 92.8 | |
| lrGAE 7Method Category=Structure-based2024.10 | 92.8 | |
| CCA-SSGMethod Category=Standard GCL2024.10 | 92.7 | |
| GraphMAEMethod Category=Feature-based2024.10 | 92.7 | |
| GraphMAE2Method Category=Feature-based2024.10 | 92.7 | |
| EPAGCLMethod Category=Standard GCL2024.10 | 92.6 | |
| S2GAEMethod Category=Structure-based2024.10 | 92.6 | |
| SERBackbone=GCN2026.05 | 92.57 | |
| MTGCN2026.05 | 92.54 | |
| GRACEMethod Category=Standard GCL2024.10 | 92.5 | |
| S3GCLMethod Category=Standard GCL2024.10 | 92.5 | |
| BGRLMethod Category=Standard GCL2024.10 | 92.4 | |
| GGDMethod Category=Standard GCL2024.10 | 92.4 | |
| GiGaMAEMethod Category=Feature-based2024.10 | 92.4 | |
| R-regBackbone=GCN2026.05 | 92.36 | |
| P-regBackbone=GCN2026.05 | 92.35 | |
| CPBackbone=GCN2026.05 | 92.26 | |
| DGIMethod Category=Standard GCL2024.10 | 92.1 | |
| DropEdgeBackbone=GCN2026.05 | 92.1 | |
| GAEMethod Category=Structure-based2024.10 | 92 | |
| SERBackbone=GAT2026.05 | 91.84 | |
| GCNII2026.05 | 91.8 | |
| P-regBackbone=GAT2026.05 | 91.78 | |
| CPBackbone=GAT2026.05 | 91.77 | |
| R-regBackbone=GAT2026.05 | 91.77 | |
| DropMessageBackbone=GCN2026.05 | 91.57 | |
| NASABackbone=GCN2026.05 | 91.55 | |
| LapRBackbone=GAT2026.05 | 91.54 | |
| LapRBackbone=GCN2026.05 | 91.5 | |
| VanillaBackbone=GCN2026.05 | 91.25 | |
| VanillaBackbone=GAT2026.05 | 91.22 | |
| NASABackbone=GAT2026.05 | 90.8 | |
| GCN2026.05 | 90.5 | |
| M2M-GNN†2026.05 | 90.35 | |
| SERBackbone=GT, Regularization Strategy=Structure Entropy Regularization2026.05 | 90.17 | |
| P-regBackbone=GT, Regularization Strategy=P-reg2026.05 | 89.72 | |
| CPBackbone=GT, Regularization Strategy=Canonical Polyadic2026.05 | 89.3 | |
| JacobiConv2026.05 | 88.2 | |
| R-regBackbone=GT, Regularization Strategy=R-reg2026.05 | 87.43 | |
| LapRBackbone=GT, Regularization Strategy=Laplacian Regularization2026.05 | 87.06 | |
| NASABackbone=GT, Regularization Strategy=NASA2026.05 | 86.88 | |
| VanillaBackbone=GT, Regularization Strategy=None2026.05 | 86.79 | |
| GAEfMethod Category=Feature-based2024.10 | 78 | |
| ChebNetII2026.05 | 64 |