Node Classification on DBLP (Micro-F1, Macro-F1)
95.45Micro-F1ToGRL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ToGRL2026.04 | 95.45 | 94.9 | |
| DiRecGNN2025.10 | 95.29 | 95.03 | |
| PHGTTr. ratio=40%2025.12 | 94.6 | 94.2 | |
| Simple-HGN2025.10 | 94.46 | 94.01 | |
| PHGTTr. ratio=60%2025.12 | 94.3 | 93.6 | |
| HINormerTr. ratio=40%2025.12 | 94.2 | 93.8 | |
| Node2Vec2026.04 | 94.05 | 93.26 | |
| GTN2025.10 | 93.97 | 93.52 | |
| RSHN2025.10 | 93.81 | 93.34 | |
| SpikingHANTr. ratio=40%2025.12 | 93.8 | 93.3 | |
| MAGNN2025.10 | 93.76 | 93.28 | |
| PHGTTr. ratio=20%2025.12 | 93.7 | 93.3 | |
| SpikingHANTr. ratio=20%2025.12 | 93.7 | 93.2 | |
| HANTr. ratio=60%2025.12 | 93.7 | 93.2 | |
| HINormerTr. ratio=60%2025.12 | 93.7 | 93.2 | |
| SpikingHANTr. ratio=60%2025.12 | 93.7 | 93.2 | |
| HINormerTr. ratio=20%2025.12 | 93.6 | 92.2 | |
| HANTr. ratio=40%2025.12 | 93.6 | 93.1 | |
| Metapath2Vec2026.04 | 93.52 | 92.67 | |
| HGT2025.10 | 93.49 | 93.01 | |
| GAT2025.10 | 93.39 | 93.83 | |
| HANTr. ratio=20%2025.12 | 93.1 | 92.5 | |
| GATTr. ratio=60%2025.12 | 92.9 | 91.6 | |
| SeHGNN2026.04 | 92.81 | 93.32 | |
| SimpleHGN2026.04 | 92.76 | 91.72 | |
| HetGNN2025.10 | 92.33 | 91.76 | |
| RGCN2025.10 | 92.07 | 91.52 | |
| HAN2025.10 | 92.05 | 91.67 | |
| DAGNNTr. ratio=20%2025.12 | 91.9 | 91.2 | |
| GATTr. ratio=40%2025.12 | 91.9 | 91.4 | |
| DAGNNTr. ratio=60%2025.12 | 91.8 | 91.1 | |
| DAGNNTr. ratio=40%2025.12 | 91.6 | 91.1 | |
| GTN2026.04 | 91.55 | 90.56 | |
| SpikeGCLTr. ratio=60%2025.12 | 91.5 | 90.9 | |
| GCN2025.10 | 91.47 | 90.84 | |
| GATTr. ratio=20%2025.12 | 91.4 | 90.8 | |
| SpikeGCLTr. ratio=40%2025.12 | 91.3 | 90.7 | |
| SpikeGCLTr. ratio=20%2025.12 | 90.6 | 89.9 | |
| SpikingGCNTr. ratio=40%2025.12 | 90.4 | 89.5 | |
| SpikingGCNTr. ratio=60%2025.12 | 90.3 | 89.3 | |
| SpikingGCNTr. ratio=20%2025.12 | 88.7 | 88.1 | |
| CKD2026.04 | 87.89 | 86.54 | |
| HGT2026.04 | 86.31 | 85.01 | |
| HetSANN2025.10 | 80.56 | 78.55 | |
| SLAPS2026.04 | 56.7 | 55.32 | |
| Transh2026.04 | 34.05 | 27.42 |