Node Classification on DBLP HGB (test)
95.27Macro F1PSHGCN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PSHGCN2023.05 | 95.27 | 95.61 | |
| SeHGNNMethod Category=Proposed Method (3rd block)2022.07 | 95.06 | 95.42 | |
| SeHGNN2023.05 | 95.06 | 95.42 | |
| SeHGNN Variant#3Method Category=Ablation Study (4th block), Component=No labels as extra inputs2022.07 | 94.86 | 95.24 | |
| SeHGNN Variant#2Method Category=Ablation Study (4th block), Component=Two-layer structure2022.07 | 94.66 | 95.01 | |
| SeHGNN Variant#4Method Category=Ablation Study (4th block), Component=Weighted sum fusion2022.07 | 94.52 | 94.93 | |
| HGBMethod Category=Metapath-free (2nd block)2022.07 | 94.01 | 94.46 | |
| SimpleHGN2023.05 | 94.01 | 94.46 | |
| GAT2023.05 | 93.83 | 93.39 | |
| SeHGNN Variant#1Method Category=Ablation Study (4th block), Component=GAT neighbor aggregation2022.07 | 93.61 | 94.08 | |
| MHGCN2023.05 | 93.56 | 94.03 | |
| GTN2023.05 | 93.52 | 93.97 | |
| RSHNMethod Category=Metapath-free (2nd block)2022.07 | 93.34 | 93.81 | |
| MAGNNMethod Category=Metapath-based (1st block)2022.07 | 93.28 | 93.76 | |
| MAGNN2023.05 | 93.28 | 93.76 | |
| HGTMethod Category=Metapath-free (2nd block)2022.07 | 93.01 | 93.49 | |
| HALO2023.05 | 92.37 | 92.84 | |
| EMRGNN2023.05 | 92.19 | 92.57 | |
| ChebNetII2023.05 | 92.05 | 92.97 | |
| HetGNNMethod Category=Metapath-based (1st block)2022.07 | 91.76 | 92.33 | |
| HANMethod Category=Metapath-based (1st block)2022.07 | 91.67 | 92.05 | |
| HAN2023.05 | 91.67 | 92.05 | |
| GPRGNN2023.05 | 91.66 | 92.45 | |
| RGCNMethod Category=Metapath-based (1st block)2022.07 | 91.52 | 92.07 | |
| RGCN2023.05 | 91.52 | 92.07 | |
| GCN2023.05 | 90.84 | 91.47 | |
| HetSANNMethod Category=Metapath-free (2nd block)2022.07 | 78.55 | 80.56 |