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ResearchFormerly WizWand

Model Extraction on NCI1

96FidelityBoundary (XSTEAL)
76.86481.83286.891.768May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Boundary (XSTEAL)Explainer=GNNExplainer, Victim Model=GCN2026.059666.3
Boundary (XSTEAL)Explainer=PGExp, Victim Model Architecture=GAT2026.0595.569
Hybrid (XSTEAL)Explainer=GNNExp, Victim Model Architecture=GAT2026.0595.569
Boundary (XSTEAL)Explainer=PGExplainer, Victim Model=GCN2026.0595.266.5
ShadowExplainer=GNNExp, Victim Model Architecture=GAT2026.059568
Shadow-OnlyExplainer=GNNExplainer, Victim Model=GCN2026.0594.366.3
Hybrid (XSTEAL)Explainer=PGExp, Victim Model Architecture=GAT2026.0593.568.8
Boundary (XSTEAL)Explainer=GNNExp, Victim Model Architecture=GAT2026.0593.268.3
Hybrid (XSTEAL)Explainer=PGExplainer, Victim Model=GCN2026.0592.665.9
Hybrid (XSTEAL)Explainer=GNNExplainer, Victim Model=GCN2026.0592.265.9
Non-boundaryExplainer=GNNExplainer, Victim Model=GCN2026.0591.465.7
Hybrid (XSTEAL)Explainer=GNNExplainer, Victim Architecture=GraphSAGE2026.0591.472.1
Hybrid (XSTEAL)Explainer=PGExplainer, Victim Architecture=GraphSAGE2026.059171.4
Non-boundaryExplainer=GNNExp, Victim Model Architecture=GAT2026.0590.867.7
Boundary (XSTEAL)Explainer=PGExplainer, Victim Architecture=GraphSAGE2026.0590.472
ShadowExplainer=GNNExplainer, Victim Architecture=GraphSAGE2026.0590.272.1
Non-boundaryExplainer=GNNExplainer, Victim Architecture=GraphSAGE2026.0589.271.4
EGSteal-BBExplainer=GNNExplainer, Victim Model=GCN2026.0588.965.4
EGSteal-BBExplainer=GNNExp, Victim Model Architecture=GAT2026.0587.266.5
EGSteal-BBExplainer=GNNExplainer, Victim Architecture=GraphSAGE2026.0586.269.8
Shadow-OnlyExplainer=PGExplainer, Victim Model=GCN2026.0584.863.5
EGSteal-BBExplainer=PGExplainer, Victim Architecture=GraphSAGE2026.0584.567
EGSteal-BBExplainer=PGExp, Victim Model Architecture=GAT2026.0579.564
Boundary (XSTEAL)Explainer=GNNExplainer, Victim Architecture=GraphSAGE2026.0577.663.2