Node Classification on H-Pokec
33.05Accuracy/F1 ScoreHGUL
Evaluation results
| Method | Links | |
|---|---|---|
| HGULGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 33.05 | |
| Simple-HGNGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 31.66 | |
| GraphSAGEGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 31.49 | |
| R-GCNGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 31.44 | |
| LINKXGraph Learning Type=Homogeneous, Heterophily Awareness=Yes2026.04 | 31.42 | |
| Hetero2NetGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 31.14 | |
| H2G-formerGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 31.01 | |
| HGTGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 30.89 | |
| MixHopGraph Learning Type=Homogeneous, Heterophily Awareness=Yes2026.04 | 30.13 | |
| R-GraphSAGEGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 29.85 | |
| LatGRLGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 29.09 | |
| GCNGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 28.79 | |
| HDHGRGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 28.67 | |
| GINGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 28.53 | |
| GATGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 28.51 | |
| APPNPGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 27.27 | |
| HANGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 23.15 | |
| R-GATGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 22.09 | |
| NAGphormerGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 17.07 |