Node Classification on RCDD
85.1Accuracy/F1 ScoreHGUL
Evaluation results
| Method | Links | |
|---|---|---|
| HGULGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 85.1 | |
| Hetero2NetGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 82.97 | |
| H2G-formerGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 81.03 | |
| NAGphormerGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 80.59 | |
| HDHGRGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 80.44 | |
| LatGRLGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 80.01 | |
| LINKXGraph Learning Type=Homogeneous, Heterophily Awareness=Yes2026.04 | 79.66 | |
| HGTGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 78.91 | |
| MixHopGraph Learning Type=Homogeneous, Heterophily Awareness=Yes2026.04 | 78.78 | |
| R-GCNGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 78.05 | |
| GraphSAGEGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 77.29 | |
| R-GraphSAGEGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 77 | |
| GINGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 74.72 | |
| GATGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 70.89 | |
| GCNGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 70.63 | |
| R-GATGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 67.17 | |
| APPNPGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 57.27 | |
| HANGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 54.04 | |
| Simple-HGNGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 50.5 |