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ResearchFormerly WizWand

Subgraph Importance Estimation on BENZ (test)

57.8Fidelity F1eXEL
2.36816.75931.1545.541May 12, 2026
Updated 5mo ago

Evaluation results

MethodLinks
eXELGNN Backbone=GAT2026.0557.8
SubgraphXGNN Backbone=GAT2026.0555.8
eXELGNN Backbone=GIN2026.0538.8
eXELGNN Backbone=SAGE2026.0537
SAGNN Backbone=GIN2026.0533.1
SAGNN Backbone=SAGE2026.0528.1
GradCAMGNN Backbone=GIN2026.0520.6
eXELGNN Backbone=GCN2026.0519.6
SubgraphXGNN Backbone=GIN2026.0516.8
GBPGNN Backbone=GAT2026.0516.6
GNNExpGNN Backbone=GAT2026.0516.3
GNNExpGNN Backbone=SAGE2026.0516.1
GBPGNN Backbone=SAGE2026.0516.1
GNNExpGNN Backbone=GIN2026.0516
SAGNN Backbone=GAT2026.0515.8
GNNExpGNN Backbone=GCN2026.0515.6
GBPGNN Backbone=GIN2026.0515.2
GradCAMGNN Backbone=SAGE2026.0515
SubgraphXGNN Backbone=SAGE2026.0514.9
GBPGNN Backbone=GCN2026.0514.7
SubgraphXGNN Backbone=GCN2026.0511.2
GraphMaskGNN Backbone=GAT2026.0510.5
SAGNN Backbone=GCN2026.059.5
PGExpGNN Backbone=GCN2026.057.6
GradCAMGNN Backbone=GCN2026.057.5
GraphMaskGNN Backbone=GIN2026.057.5
GraphMaskGNN Backbone=GCN2026.057.3
GraphMaskGNN Backbone=SAGE2026.056.5
PGExpGNN Backbone=GAT2026.056.2
PGExpGNN Backbone=GIN2026.055.7
PGExpGNN Backbone=SAGE2026.055.3
GradCAMGNN Backbone=GAT2026.054.5