Metric: Macro-F1 (higher is better)
| # | Model↕ | Macro-F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | RpHGNN | 54.02 | No | Efficient Heterogeneous Graph Learning via Rando... | 2023-10-23 | Code |
| 2 | NARS | 49.98 | No | Scalable Graph Neural Networks for Heterogeneous... | 2020-11-19 | Code |
| 3 | SlotGAT | 49.68 | No | SlotGAT: Slot-based Message Passing for Heteroge... | 2024-05-03 | Code |
| 4 | Simple-HGN | 47.72 | No | Are we really making much progress? Revisiting, ... | 2021-12-30 | Code |
| 5 | RGCN | 46.78 | No | Modeling Relational Data with Graph Convolutiona... | 2017-03-17 | Code |
| 6 | HGT | 29.28 | No | Heterogeneous Graph Transformer | 2020-03-03 | Code |
| 7 | GCN | 27.84 | No | Semi-Supervised Classification with Graph Convol... | 2016-09-09 | Code |