Node Classification on PDNS
96.81AccuracyH2G-former
Evaluation results
| Method | Links | |
|---|---|---|
| H2G-formerGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 96.81 | |
| HGULGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 96.39 | |
| Hetero2NetGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 95.72 | |
| LatGRLGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 94.5 | |
| R-GATGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 94.29 | |
| GATGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 93.97 | |
| HDHGRGraph Learning Type=Heterogeneous, Heterophily Awareness=Yes2026.04 | 93.96 | |
| R-GraphSAGEGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 92.81 | |
| MixHopGraph Learning Type=Homogeneous, Heterophily Awareness=Yes2026.04 | 92.78 | |
| HGTGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 92.76 | |
| R-GCNGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 92.55 | |
| NAGphormerGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 92.37 | |
| GraphSAGEGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 91.44 | |
| Simple-HGNGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 89.33 | |
| GINGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 87.91 | |
| LINKXGraph Learning Type=Homogeneous, Heterophily Awareness=Yes2026.04 | 87.74 | |
| HANGraph Learning Type=Heterogeneous, Heterophily Awareness=No2026.04 | 84.58 | |
| GCNGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 81.22 | |
| APPNPGraph Learning Type=Homogeneous, Heterophily Awareness=No2026.04 | 80.7 |