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ResearchFormerly WizWand

Node Classification Explanation on Tree-grid

93.25IoUCIExplainer
-3.480421.632346.74571.8577Jun 17, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CIExplainerGNN Architecture=GraphSAGE2026.0693.2595.95
CIExplainerGNN Architecture=GCN2026.0690.0893.81
InputXGradientGNN Architecture=GraphSAGE2026.0688.993.76
InputXGradientGNN Architecture=GCN2026.0688.8793.76
IntegratedGradientGNN Architecture=GCN2026.0688.6893.61
IntegratedGradientGNN Architecture=GraphSAGE2026.0688.6893.61
IntegratedGradientGNN Architecture=GIN2026.0687.4192.85
PGExplainerGNN Architecture=GIN2026.0687.0192.53
CIExplainerGNN Architecture=GAT2026.0684.3990.75
CIExplainerGNN Architecture=GIN2026.0684.0789.88
IntegratedGradientGNN Architecture=GAT2026.0683.9589.76
InputXGradientGNN Architecture=GAT2026.0683.8189.54
GNNExplainerGNN Architecture=GCN2026.0677.5486.58
Shapley ValuesGNN Architecture=GraphSAGE2026.0674.8784.4
Shapley ValuesGNN Architecture=GAT2026.0674.5384.44
GNNExplainerGNN Architecture=GraphSAGE2026.0674.4983.97
GNNExplainerGNN Architecture=GAT2026.0674.1383.82
Shapley ValuesGNN Architecture=GCN2026.0673.7583.56
SubgraphXGNN Architecture=GraphSAGE2026.0631.2446.47
SubgraphXGNN Architecture=GIN2026.0631.1846.32
SubgraphXGNN Architecture=GAT2026.0630.4245.34
SubgraphXGNN Architecture=GCN2026.0629.8544.64
PGExplainerGNN Architecture=GraphSAGE2026.0619.619.6
Shapley ValuesGNN Architecture=GIN2026.0610.7218.13
PGExplainerGNN Architecture=GCN2026.069.7113.35
PGExplainerGNN Architecture=GAT2026.063.335.8
InputXGradientGNN Architecture=GIN2026.061.822.28
GNNExplainerGNN Architecture=GIN2026.061.822.28
Random ExplainerGNN Architecture=GAT2026.060.530.99
Random ExplainerGNN Architecture=GIN2026.060.40.75
Random ExplainerGNN Architecture=GCN2026.060.360.67
Random ExplainerGNN Architecture=GraphSAGE2026.060.240.46