Metric: Macro-F1 (higher is better)
| # | Model↕ | Macro-F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | RpHGNN | 94.09 | No | Efficient Heterogeneous Graph Learning via Rando... | 2023-10-23 | Code |
| 2 | SlotGAT | 93.99 | No | SlotGAT: Slot-based Message Passing for Heteroge... | 2024-05-03 | Code |
| 3 | Simple-HGN | 93.42 | No | Are we really making much progress? Revisiting, ... | 2021-12-30 | Code |
| 4 | NARS | 93.36 | No | Scalable Graph Neural Networks for Heterogeneous... | 2020-11-19 | Code |
| 5 | GCN | 92.17 | No | Semi-Supervised Classification with Graph Convol... | 2016-09-09 | Code |
| 6 | RGCN | 91.55 | No | Modeling Relational Data with Graph Convolutiona... | 2017-03-17 | Code |
| 7 | GTN | 91.31 | No | Graph Transformer Networks | 2019-11-06 | Code |
| 8 | HGT | 91.12 | No | Heterogeneous Graph Transformer | 2020-03-03 | Code |
| 9 | HetSANN | 90.02 | No | An Attention-based Graph Neural Network for Hete... | 2019-12-19 | Code |