Node Classification on mag-year
46.11Accuracy / F1 ScoreHGUL
Evaluation results
| Method | Links | |
|---|---|---|
| HGULGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 46.11 | |
| H2G-formerGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 45.28 | |
| Hetero2NetGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 43.87 | |
| LINKXGraph Learning Type=Homogeneous, Heterophily Awareness=Yes2026.04 | 42.81 | |
| HGTGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 39.47 | |
| HDHGRGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 38.5 | |
| R-GraphSAGEGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 38.07 | |
| MixHopGraph Learning Type=Homogeneous, Heterophily Awareness=Yes2026.04 | 36.36 | |
| GraphSAGEGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 36.28 | |
| R-GCNGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 35.6 | |
| R-GATGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 35.4 | |
| LatGRLGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 35.19 | |
| Simple-HGNGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 34.43 | |
| GATGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 33.5 | |
| GCNGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 32.91 | |
| NAGphormerGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 32.6 | |
| GINGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 31.15 | |
| APPNPGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 29.79 | |
| HANGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 29.66 |