Node Classification on IMDB HGB (test)
72.33Macro F1PSHGCN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PSHGCN2023.05 | 72.33 | 74.46 | |
| SeHGNN2023.05 | 71.71 | 73.42 | |
| HALO2023.05 | 71.63 | 73.81 | |
| SimpleHGN2023.05 | 68.72 | 70.83 | |
| MHGCN2023.05 | 67.59 | 70.28 | |
| SeHGNNMethod Category=Proposed Method (3rd block)2022.07 | 67.11 | 69.17 | |
| SeHGNN Variant#3Method Category=Ablation Study (4th block), Component=No labels as extra inputs2022.07 | 66.63 | 68.21 | |
| EMRGNN2023.05 | 65.63 | 68.76 | |
| SeHGNN Variant#2Method Category=Ablation Study (4th block), Component=Two-layer structure2022.07 | 65.27 | 66.68 | |
| SeHGNN Variant#4Method Category=Ablation Study (4th block), Component=Weighted sum fusion2022.07 | 64.99 | 66.65 | |
| GTN2023.05 | 64.59 | 68.27 | |
| SeHGNN Variant#1Method Category=Ablation Study (4th block), Component=GAT neighbor aggregation2022.07 | 64.48 | 66.58 | |
| HGBMethod Category=Metapath-free (2nd block)2022.07 | 63.53 | 67.36 | |
| RGCN2023.05 | 63.24 | 66.51 | |
| GPRGNN2023.05 | 63.02 | 68.83 | |
| HGTMethod Category=Metapath-free (2nd block)2022.07 | 63 | 67.2 | |
| ChebNetII2023.05 | 62.54 | 68.33 | |
| GAT2023.05 | 62.45 | 68.08 | |
| GCN2023.05 | 62.37 | 68.13 | |
| HAN2023.05 | 62.05 | 67.69 | |
| MAGNN2023.05 | 61.36 | 67.82 | |
| RSHNMethod Category=Metapath-free (2nd block)2022.07 | 59.85 | 64.22 | |
| RGCNMethod Category=Metapath-based (1st block)2022.07 | 58.85 | 62.05 | |
| HANMethod Category=Metapath-based (1st block)2022.07 | 57.74 | 64.63 | |
| MAGNNMethod Category=Metapath-based (1st block)2022.07 | 56.49 | 64.67 | |
| HetSANNMethod Category=Metapath-free (2nd block)2022.07 | 49.47 | 57.68 | |
| HetGNNMethod Category=Metapath-based (1st block)2022.07 | 48.25 | 51.16 |