Node Classification on Physics
98.6AccuracyHMH (ours)
Evaluation Results
| Method | Links | |
|---|---|---|
| HMH (ours)2026.05 | 98.6 | |
| TFE–GNN(sum)2026.05 | 97.85 | |
| Specformer2026.05 | 97.7 | |
| GCNSetting=Transductive2024.05 | 97.36 | |
| NAGphormer2023.10 | 97.34 | |
| NAGphormer2024.03 | 97.34 | |
| NIDGCNSetting=Transductive2024.05 | 97.34 | |
| Polynormer-ractivation=ReLU2024.03 | 97.27 | |
| Polynormer2024.03 | 97.22 | |
| PolynormerSetting=Transductive2024.05 | 97.22 | |
| GATSetting=Transductive2024.05 | 97.17 | |
| VecFormerCategory=VQ GT2026.02 | 97.17 | |
| EXPHORMER+GCNAvg. Edge Percent=11.3%2024.11 | 97.16 | |
| NIDGATSetting=Transductive2024.05 | 97.13 | |
| GraphGPS2024.03 | 97.12 | |
| GRAPHGPSAvg. Edge Percent=11.3%2024.11 | 97.12 | |
| STAGNN2023.10 | 97.09 | |
| GGCN2024.03 | 97.07 | |
| GT2023.10 | 97.05 | |
| GraphGPSCategory=GT2026.02 | 97.05 | |
| RCLBackbone=GCN2023.10 | 97.02 | |
| OrderedGNN2024.03 | 97 | |
| ExphormerCategory=GT2026.02 | 96.93 | |
| Exphormer2024.03 | 96.89 | |
| PolynormerCategory=GT2026.02 | 96.89 | |
| RCLBackbone=GraphSAGE2023.10 | 96.88 | |
| CLNodeBackbone=GraphSAGE2023.10 | 96.87 | |
| NAGphormerCategory=GT2026.02 | 96.86 | |
| GPRGNN2023.10 | 96.85 | |
| GPRGNN2024.03 | 96.85 | |
| GPRGNNSetting=Transductive2024.05 | 96.85 | |
| NodeFormerCategory=GT2026.02 | 96.8 | |
| GraphFMMethod Variant=NFT2024.07 | 96.77 | |
| ProGNNBackbone=GCN2023.10 | 96.75 | |
| RCLBackbone=GIN2023.10 | 96.75 | |
| SGFormerSetting=Transductive2024.05 | 96.75 | |
| SPEXPHORMERAvg. Edge Percent=11.3%2024.11 | 96.7 | |
| NeuralSparseBackbone=GraphSAGE2023.10 | 96.67 | |
| SGFormerCategory=GT2026.02 | 96.63 | |
| DIFFormer2024.03 | 96.6 | |
| GPRGNN2026.05 | 96.6 | |
| SLOG(N)2026.05 | 96.6 | |
| RADE-OFBackbone=GCN2026.05 | 96.58 | |
| PTDNetBackbone=GCN2023.10 | 96.56 | |
| GCNBackbone=GCN2023.10 | 96.55 | |
| APPNP2023.10 | 96.54 | |
| APPNP2024.03 | 96.54 | |
| APPNPSetting=Transductive2024.05 | 96.54 | |
| GraphFMMethod Variant=MFT2024.07 | 96.54 | |
| DropoutBackbone=GCN2026.05 | 96.54 | |
| GCNCategory=GNN2026.02 | 96.53 | |
| RADE-OFSBackbone=GCN2026.05 | 96.53 | |
| GCNBackbone=GCN2026.05 | 96.52 | |
| DropMessageBackbone=GCN2026.05 | 96.5 | |
| GraphSAGE2024.03 | 96.49 | |
| GRAPHSAGEAvg. Edge Percent=11.3%2024.11 | 96.49 | |
| DropEdgeBackbone=GCN2026.05 | 96.48 | |
| GATCategory=GNN2026.02 | 96.47 | |
| VQGraphCategory=VQ GNN2026.02 | 96.46 | |
| DropNodeBackbone=GCN2026.05 | 96.46 | |
| NodeFormer2024.03 | 96.45 | |
| NODEFORMERAvg. Edge Percent=11.3%2024.11 | 96.45 | |
| GRAPHSAINTAvg. Edge Percent=11.3%2024.11 | 96.43 | |
| EXPHORMER*Avg. Edge Percent=11.3%2024.11 | 96.4 | |
| SAGECategory=GNN2026.02 | 96.29 | |
| GOATCategory=GT2026.02 | 96.27 | |
| GraphSAGEBackbone=GraphSAGE2023.10 | 96.26 | |
| rGNN2024.03 | 96.24 | |
| GOAT2024.03 | 96.24 | |
| GOATAvg. Edge Percent=11.3%2024.11 | 96.24 | |
| GCN2023.10 | 96.18 | |
| GCN2024.03 | 96.18 | |
| GCNAvg. Edge Percent=11.3%2024.11 | 96.18 | |
| GAT2023.10 | 96.17 | |
| GAT2024.03 | 96.17 | |
| GATAvg. Edge Percent=11.3%2024.11 | 96.17 | |
| GNNSVDBackbone=GCN2023.10 | 96.11 | |
| ABGMLAverage Rank=3.22025.12 | 96.1 | |
| GCNII2026.05 | 96.1 | |
| GCNII2024.03 | 95.97 | |
| GNNSVDBackbone=GraphSAGE2023.10 | 95.96 | |
| VQGraphSetting=Transductive2024.05 | 95.93 | |
| MSGArchitecture Type=SNN-R2024.10 | 95.93 | |
| BernNet2026.05 | 95.9 | |
| κ-GCNArchitecture Type=ANN-R2024.10 | 95.85 | |
| GCN2026.05 | 95.8 | |
| GAT2026.05 | 95.8 | |
| ChebNetII2026.05 | 95.8 | |
| lrGAE 8Method Category=Structure-based2024.10 | 95.8 | |
| CLNodeBackbone=GCN2023.10 | 95.76 | |
| CLNodeBackbone=GIN2023.10 | 95.75 | |
| GCN2025.12 | 95.7 | |
| GCAAverage Rank=7.42025.12 | 95.7 | |
| BGRLAverage Rank=5.62025.12 | 95.7 | |
| lrGAE 7Method Category=Structure-based2024.10 | 95.7 | |
| GINBackbone=GIN2023.10 | 95.62 | |
| SAGEArchitecture Type=ANN-E2024.10 | 95.62 | |
| GraphMAE + COREAverage Rank=4, Node Masking=GraphMAE2025.12 | 95.6 | |
| GraphMAE2 + COREAverage Rank=2.1, Node Masking=GraphMAE22025.12 | 95.6 | |
| MaskGAEMethod Category=Structure-based2024.10 | 95.6 |