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ResearchFormerly WizWand

Node Classification on MAG (test)

34.99Macro F1 ScoreHeterSEED
5.204412.937220.6728.4028May 6, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HeterSEEDModel Category=Heterophily-aware Heterogeneous Model, Seeds=52026.0534.9956.25
HETERO2NETModel Category=Heterophily-aware Heterogeneous Model, Seeds=52026.0533.2854.66
HGTModel Category=Heterogeneous Model under Homophily, Seeds=52026.0527.8749.19
RGCNModel Category=Heterogeneous Model under Homophily, Seeds=52026.0527.0148.8
HINormerModel Category=Heterogeneous Model under Homophily, Seeds=52026.0525.847.57
GCNModel Category=Vanilla Model, Seeds=52026.0525.1447.26
RGATModel Category=Heterogeneous Model under Homophily, Seeds=52026.0524.7645.29
GATModel Category=Vanilla Model, Seeds=52026.0522.9443.79
SHGNModel Category=Heterogeneous Model under Homophily, Seeds=52026.0522.6143.68
FAGCNModel Category=Homogeneous Model with Heterophily, Seeds=52026.0516.8737.99
LINKXModel Category=Homogeneous Model with Heterophily, Seeds=52026.0514.6333.43
ACM-GCNModel Category=Homogeneous Model with Heterophily, Seeds=52026.0513.4234.47
HANModel Category=Heterogeneous Model under Homophily, Seeds=52026.058.9426.76
MLPModel Category=Vanilla Model, Seeds=52026.056.3523.6