Node Classification on MAG (test)
34.99Macro F1 ScoreHeterSEED
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HeterSEEDModel Category=Heterophily-aware Heterogeneous Model, Seeds=52026.05 | 34.99 | 56.25 | |
| HETERO2NETModel Category=Heterophily-aware Heterogeneous Model, Seeds=52026.05 | 33.28 | 54.66 | |
| HGTModel Category=Heterogeneous Model under Homophily, Seeds=52026.05 | 27.87 | 49.19 | |
| RGCNModel Category=Heterogeneous Model under Homophily, Seeds=52026.05 | 27.01 | 48.8 | |
| HINormerModel Category=Heterogeneous Model under Homophily, Seeds=52026.05 | 25.8 | 47.57 | |
| GCNModel Category=Vanilla Model, Seeds=52026.05 | 25.14 | 47.26 | |
| RGATModel Category=Heterogeneous Model under Homophily, Seeds=52026.05 | 24.76 | 45.29 | |
| GATModel Category=Vanilla Model, Seeds=52026.05 | 22.94 | 43.79 | |
| SHGNModel Category=Heterogeneous Model under Homophily, Seeds=52026.05 | 22.61 | 43.68 | |
| FAGCNModel Category=Homogeneous Model with Heterophily, Seeds=52026.05 | 16.87 | 37.99 | |
| LINKXModel Category=Homogeneous Model with Heterophily, Seeds=52026.05 | 14.63 | 33.43 | |
| ACM-GCNModel Category=Homogeneous Model with Heterophily, Seeds=52026.05 | 13.42 | 34.47 | |
| HANModel Category=Heterogeneous Model under Homophily, Seeds=52026.05 | 8.94 | 26.76 | |
| MLPModel Category=Vanilla Model, Seeds=52026.05 | 6.35 | 23.6 |