Node Classification on ACM
94.73Macro F1LMSPS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LMSPSmeta-path selection=searched2023.07 | 94.73 | — | 94.69 | — | — | — | — | |
| HetSheafModel Type=Heterogeneous Sheaf2024.09 | 94.31 | — | 94.24 | — | — | — | — | |
| RpHGNNLearning Style=Pre-computation2023.10 | 94.09 | — | 94.04 | — | — | — | — | |
| SlotGAT2024.05 | 93.99 | — | 94.06 | — | — | — | — | |
| SlotGAT2023.07 | 93.99 | — | 94.06 | — | — | — | — | |
| SeHGNNLearning Style=Pre-computation2023.10 | 93.95 | — | 93.87 | — | — | — | — | |
| HINormer2023.07 | 93.95 | — | 93.91 | — | — | — | — | |
| SeHGNN2023.07 | 93.95 | — | 93.83 | — | — | — | — | |
| PMMM2023.07 | 93.78 | — | 93.71 | — | — | — | — | |
| HANModel Type=Heterogeneous2024.09 | 93.65 | — | 93.58 | — | — | — | — | |
| simpleHGN2024.05 | 93.42 | — | 93.35 | — | — | — | — | |
| Simple-HGNLearning Style=E2E2023.10 | 93.42 | — | 93.35 | — | — | — | — | |
| Simple-HGN2023.07 | 93.42 | — | 93.35 | — | — | — | — | |
| SpikingHANTr. ratio=20%2025.12 | 93.4 | — | 93.3 | — | — | — | — | |
| HINormerTr. ratio=40%2025.12 | 93.4 | — | 93.5 | — | — | — | — | |
| PHGTTr. ratio=40%2025.12 | 93.4 | — | 93.5 | — | — | — | — | |
| ToGRL2026.04 | 93.38 | — | 93.31 | — | — | — | — | |
| NARSLearning Style=Pre-computation2023.10 | 93.36 | — | 93.31 | — | — | — | — | |
| NARS2023.07 | 93.36 | — | 93.31 | — | — | — | — | |
| HANTr. ratio=40%2025.12 | 93.3 | — | 93.3 | — | — | — | — | |
| R-GCNModel Type=Heterogeneous2024.09 | 93.3 | — | 93.25 | — | — | — | — | |
| HGSL2026.04 | 93.21 | — | 93.17 | — | — | — | — | |
| HINormerTr. ratio=60%2025.12 | 93.2 | — | 93.2 | — | — | — | — | |
| HINormerTr. ratio=20%2025.12 | 93.1 | — | 93.2 | — | — | — | — | |
| PHGTTr. ratio=20%2025.12 | 93.1 | — | 93.4 | — | — | — | — | |
| SpikingHANTr. ratio=40%2025.12 | 93.1 | — | 93 | — | — | — | — | |
| HANTr. ratio=60%2025.12 | 93.1 | — | 93.1 | — | — | — | — | |
| PHGTTr. ratio=60%2025.12 | 93.1 | — | 93.3 | — | — | — | — | |
| HANTr. ratio=20%2025.12 | 92.9 | — | 92.8 | — | — | — | — | |
| SpikingHANTr. ratio=60%2025.12 | 92.9 | — | 92.9 | — | — | — | — | |
| CaDeM2026.03 | 92.87 | — | 92.83 | — | — | — | — | |
| SCHOOL2024.12 | 92.7 | — | 92.6 | — | — | — | — | |
| GraphMSE2023.07 | 92.58 | — | 92.54 | — | — | — | — | |
| DisenHAN2024.05 | 92.52 | — | 92.45 | — | — | — | — | |
| space4HGNN2024.05 | 92.5 | — | 92.38 | — | — | — | — | |
| space4HGNN2023.07 | 92.5 | — | 92.38 | — | — | — | — | |
| HGTModel Type=Heterogeneous2024.09 | 92.35 | — | 92.26 | — | — | — | — | |
| GCNModel Type=Homogeneous2024.09 | 92.27 | — | 92.21 | — | — | — | — | |
| GAT2024.05 | 92.26 | — | 92.19 | — | — | — | — | |
| GATLearning Style=E2E2023.10 | 92.26 | — | 92.19 | — | — | — | — | |
| GAT2023.07 | 92.26 | — | 92.19 | — | — | — | — | |
| HINormerLearning Style=E2E2023.10 | 92.23 | — | 92.19 | — | — | — | — | |
| HERO2024.12 | 92.2 | — | 92.1 | — | — | — | — | |
| DAGNNTr. ratio=60%2025.12 | 92.2 | — | 92.3 | — | — | — | — | |
| SAGEModel Type=Homogeneous2024.09 | 92.2 | — | 92.12 | — | — | — | — | |
| GATModel Type=Homogeneous2024.09 | 92.19 | — | 92.07 | — | — | — | — | |
| GCN2024.05 | 92.17 | — | 92.12 | — | — | — | — | |
| GCNLearning Style=E2E2023.10 | 92.17 | — | 92.12 | — | — | — | — | |
| GCN2023.07 | 92.17 | — | 92.12 | — | — | — | — | |
| GATTr. ratio=40%2025.12 | 92.1 | — | 92.1 | — | — | — | — | |
| GATTr. ratio=60%2025.12 | 92.1 | — | 92.1 | — | — | — | — | |
| Sheaf-NSDModel Type=Sheaf-based2024.09 | 92.05 | — | 91.97 | — | — | — | — | |
| DAGNNTr. ratio=40%2025.12 | 92 | — | 92.2 | — | — | — | — | |
| SpikingGCNTr. ratio=60%2025.12 | 91.8 | — | 91.9 | — | — | — | — | |
| GraphMAE2026.03 | 91.68 | — | 91.6 | — | — | — | — | |
| RGCN2024.05 | 91.55 | — | 91.41 | — | — | — | — | |
| RGCNLearning Style=E2E2023.10 | 91.55 | — | 91.41 | — | — | — | — | |
| RGCN2023.07 | 91.55 | — | 91.41 | — | — | — | — | |
| SimpleHGN2026.04 | 91.52 | — | 91.45 | — | — | — | — | |
| GTN2026.04 | 91.51 | — | 91.49 | — | — | — | — | |
| HGT2024.12 | 91.5 | — | 91.6 | — | — | — | — | |
| SeHGNN2026.04 | 91.48 | — | 91.54 | — | — | — | — | |
| CPIM2024.12 | 91.4 | — | 91.3 | — | — | — | — | |
| SpikingGCNTr. ratio=40%2025.12 | 91.4 | — | 91.5 | — | — | — | — | |
| GTN2024.05 | 91.31 | — | 91.2 | — | — | — | — | |
| GTNLearning Style=E2E2023.10 | 91.31 | — | 91.2 | — | — | — | — | |
| GTN2023.07 | 91.31 | — | 91.2 | — | — | — | — | |
| GATTr. ratio=20%2025.12 | 91.2 | — | 91.1 | — | — | — | — | |
| DAGNNTr. ratio=20%2025.12 | 91.2 | — | 91.5 | — | — | — | — | |
| SpikingGCNTr. ratio=20%2025.12 | 91.2 | — | 91.2 | — | — | — | — | |
| HGT2024.05 | 91.12 | — | 91 | — | — | — | — | |
| HGTLearning Style=E2E2023.10 | 91.12 | — | 91 | — | — | — | — | |
| HGT2023.07 | 91.12 | — | 91 | — | — | — | — | |
| DGI2026.03 | 91.07 | — | 91.01 | — | — | — | — | |
| MVGRL2026.03 | 91.05 | — | 90.98 | — | — | — | — | |
| DMG2026.03 | 91.02 | — | 90.94 | — | — | — | — | |
| VGAE2026.03 | 90.93 | — | 90.84 | — | — | — | — | |
| LMSPSmeta-path selection=random2023.07 | 90.91 | — | 90.82 | — | — | — | — | |
| HAN2024.05 | 90.89 | — | 90.79 | — | — | — | — | |
| HANLearning Style=E2E2023.10 | 90.89 | — | 90.79 | — | — | — | — | |
| HAN2023.07 | 90.89 | — | 90.79 | — | — | — | — | |
| MAGNN2024.05 | 90.88 | — | 90.77 | — | — | — | — | |
| MAGNNLearning Style=E2E2023.10 | 90.88 | — | 90.77 | — | — | — | — | |
| MAGNN2023.07 | 90.88 | — | 90.77 | — | — | — | — | |
| GraphSAGELearning Style=E2E2023.10 | 90.69 | — | 90.63 | — | — | — | — | |
| HGCML2024.12 | 90.6 | — | 90.7 | — | — | — | — | |
| RSHN2024.05 | 90.5 | — | 90.32 | — | — | — | — | |
| RSHNLearning Style=E2E2023.10 | 90.5 | — | 90.32 | — | — | — | — | |
| HGMAE2024.12 | 90.5 | — | 90.6 | — | — | — | — | |
| RSHN2023.07 | 90.5 | — | 90.32 | — | — | — | — | |
| SpikeGCLTr. ratio=60%2025.12 | 90.5 | — | 90.6 | — | — | — | — | |
| HDMI2026.03 | 90.26 | — | 90.15 | — | — | — | — | |
| CKD2026.04 | 90.25 | — | 90.11 | — | — | — | — | |
| SpikeGCLTr. ratio=40%2025.12 | 90.2 | — | 90.2 | — | — | — | — | |
| HDMI2024.12 | 90.1 | — | 90.1 | — | — | — | — | |
| HetSANN2024.05 | 90.02 | — | 89.91 | — | — | — | — | |
| HetSANNLearning Style=E2E2023.10 | 90.02 | — | 89.91 | — | — | — | — | |
| HetSANN2023.07 | 90.02 | — | 89.91 | — | — | — | — | |
| DMGI2024.12 | 89.8 | — | 89.8 | — | — | — | — | |
| HGT2026.04 | 89.56 | — | 89.47 | — | — | — | — |