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Node Classification on Roman-empire v1 (test)

92.08AccuracyIM-CO-GNN
70.302475.956281.6187.2638May 29, 2025

Evaluation results

MethodLinks
IM-CO-GNNAggregation=(Σ, Σ)2025.0592.08
IM-CO-GNNAggregation=(μ, μ)2025.0592
CO-GNNAggregation=(Σ, Σ)2025.0591.57
CO-GNNAggregation=(μ, μ)2025.0591.37
IM-GatedGCN2025.0590.82
IM-GAT-sepseparated=true2025.0589.93
Exphormer2025.0589.03
GAT-sepseparated=true2025.0588.75
GTseparated=true2025.0587.32
GPS_GAT+PerformerPositional Encoding=RWSE2025.0587.04
GPS_GCN+PerformerPositional Encoding=RWSE2025.0584.72
IM-GAT2025.0584.48
IM-GCN2025.0583.53
GAT2025.0580.87
FSGNN2025.0579.92
GBK-GNN2025.0574.57
Gated-GCN2025.0574.46
GCN2025.0573.69
GOAT2025.0571.59
JacobiConv2025.0571.14