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ResearchFormerly WizWand

Model Extraction on MUTAG

100FidelityBoundary (XSTEAL)
81.07285.98690.995.814May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Boundary (XSTEAL)Explainer=GNNExplainer, Victim Model=GCN2026.0510077.3
Boundary (XSTEAL)Explainer=PGExplainer, Victim Model=GCN2026.0510077.3
ShadowExplainer=GNNExplainer, Victim Architecture=GraphSAGE2026.0510080
Boundary (XSTEAL)Explainer=GNNExplainer, Victim Architecture=GraphSAGE2026.0510080
Hybrid (XSTEAL)Explainer=GNNExplainer, Victim Architecture=GraphSAGE2026.0510080
Boundary (XSTEAL)Explainer=PGExplainer, Victim Architecture=GraphSAGE2026.0510080
Hybrid (XSTEAL)Explainer=PGExplainer, Victim Architecture=GraphSAGE2026.0510080
Hybrid (XSTEAL)Explainer=GNNExplainer, Victim Model=GCN2026.059774.2
Hybrid (XSTEAL)Explainer=PGExplainer, Victim Model=GCN2026.0595.572.7
Boundary (XSTEAL)Explainer=GNNExp, Victim Model Architecture=GAT2026.0595.572.7
Boundary (XSTEAL)Explainer=PGExp, Victim Model Architecture=GAT2026.0595.572.7
Hybrid (XSTEAL)Explainer=GNNExp, Victim Model Architecture=GAT2026.0595.572.7
Hybrid (XSTEAL)Explainer=PGExp, Victim Model Architecture=GAT2026.0595.572.7
EGSteal-BBExplainer=PGExplainer, Victim Architecture=GraphSAGE2026.059575
EGSteal-BBExplainer=GNNExplainer, Victim Model=GCN2026.0590.968.2
Shadow-OnlyExplainer=PGExplainer, Victim Model=GCN2026.0590.968.2
EGSteal-BBExplainer=PGExp, Victim Model Architecture=GAT2026.0590.968.2
Non-boundaryExplainer=GNNExp, Victim Model Architecture=GAT2026.0586.463.6
EGSteal-BBExplainer=GNNExp, Victim Model Architecture=GAT2026.0586.472.7
Non-boundaryExplainer=GNNExplainer, Victim Architecture=GraphSAGE2026.058565
EGSteal-BBExplainer=GNNExplainer, Victim Architecture=GraphSAGE2026.058575
Non-boundaryExplainer=GNNExplainer, Victim Model=GCN2026.0584.865.2
Shadow-OnlyExplainer=GNNExplainer, Victim Model=GCN2026.0581.868.2
ShadowExplainer=GNNExp, Victim Model Architecture=GAT2026.0581.868.2