Node Classification on oag-cs
26.8Accuracy/F1 ScoreHGUL
Evaluation results
| Method | Links | |
|---|---|---|
| HGULGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 26.8 | |
| H2G-formerGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 25.37 | |
| Hetero2NetGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 24.99 | |
| R-GCNGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 23.1 | |
| MixHopGraph Learning Type=Homogeneous, Heterophily Awareness=Yes2026.04 | 23.04 | |
| GraphSAGEGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 22.92 | |
| R-GraphSAGEGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 22.81 | |
| HGTGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 22.51 | |
| HDHGRGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 22.12 | |
| Simple-HGNGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 22.03 | |
| LatGRLGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 21.55 | |
| R-GATGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 21.03 | |
| GATGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 19.12 | |
| GCNGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 18.22 | |
| APPNPGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 17.9 | |
| NAGphormerGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 16.49 | |
| GINGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 16.33 | |
| LINKXGraph Learning Type=Homogeneous, Heterophily Awareness=Yes2026.04 | 15.32 | |
| HANGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 13.14 |