Node Classification on Freebase HGB (test)
51.87Macro F1SeHGNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SeHGNNMethod Category=Proposed Method (3rd block)2022.07 | 51.87 | 65.08 | |
| SeHGNN Variant#3Method Category=Ablation Study (4th block), Component=No labels as extra inputs2022.07 | 50.71 | 63.41 | |
| SeHGNN Variant#4Method Category=Ablation Study (4th block), Component=Weighted sum fusion2022.07 | 50.3 | 64.53 | |
| HGBMethod Category=Metapath-free (2nd block)2022.07 | 47.72 | 66.29 | |
| SeHGNN Variant#2Method Category=Ablation Study (4th block), Component=Two-layer structure2022.07 | 46.82 | 64.08 | |
| RGCNMethod Category=Metapath-based (1st block)2022.07 | 46.78 | 58.33 | |
| SeHGNN Variant#1Method Category=Ablation Study (4th block), Component=GAT neighbor aggregation2022.07 | 33.23 | 57.6 | |
| HGTMethod Category=Metapath-free (2nd block)2022.07 | 29.28 | 60.51 | |
| HANMethod Category=Metapath-based (1st block)2022.07 | 21.31 | 54.77 |