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Node classification on Amazon c

98.76F1 ScoreCCAGNN
5.73229.883554.03578.1865Feb 20, 2026

Evaluation results

MethodLinks
CCAGNNCategory=Intervention-based causal methods2026.0298.76
GCN-ICLCategory=Causal methods2026.0298.36
GCN-CALCategory=Causal methods2026.0298.32
GAT-ICLCategory=Causal methods2026.0298.31
GAT-CALCategory=Causal methods2026.0298.22
HebCGNNCategory=Causal methods2026.0298.21
GATCategory=Vanilla methods2026.0297.83
GCNCategory=Vanilla methods2026.0297.78
GraphSAGECategory=Vanilla methods2026.0291.24
ACE-GCNCategory=Intervention-based causal methods2026.0227.65
ACE-GATCategory=Intervention-based causal methods2026.0227.06
CaNetCategory=Intervention-based causal methods2026.029.31