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ResearchFormerly WizWand

Graph Reconstruction on Cora (AUC, AP)

85.3AUCPRIVF-SAGE
40.99652.4986475.502May 5, 2026May 10, 2026May 15, 2026May 21, 2026May 26, 2026May 31, 2026Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
PRIVF-SAGEBackbone=GraphSAGE, Privacy Budget (epsilon)=5, Window size (w)=322026.0585.388.3
PRIVX-GCNExplainer Type=GNNEXPLAINER, Backbone=GCN, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0584.787.1
PRIVX-GCNExplainer=GNNEXPLAINER, Backbone=GCN, Privacy budget (epsilon)=5, Window size (w)=322026.0583.686
PRIVF-GCNBackbone=GCN, Privacy Budget (epsilon)=5, Window size (w)=322026.0582.685
No defense2026.0681.2—
PRIVX-SAGEExplainer Type=GNNEXPLAINER, Backbone=GraphSAGE, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0577.877.3
PRIVX-SAGEExplainer=GNNEXPLAINER, Backbone=GraphSAGE, Privacy budget (epsilon)=5, Window size (w)=322026.0577.477.1
PRIVX-GCNExplainer Type=GRAPHLIME, Backbone=GCN, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0574.677.2
PRIVX-GCNExplainer Type=GRAD, Backbone=GCN, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0574.277.2
PRIVX-GCNExplainer=GRAD, Backbone=GCN, Privacy budget (epsilon)=5, Window size (w)=322026.0573.676.4
PRIVX-GCNExplainer Type=GRADINPUT, Backbone=GCN, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0571.875.5
PRIVX-GCNExplainer=GRAPH-LIME, Backbone=GCN, Privacy budget (epsilon)=5, Window size (w)=322026.0571.775.1
PRIVX-SAGEExplainer Type=GRAPHLIME, Backbone=GraphSAGE, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0571.471.6
PRIVX-GCNExplainer=GRAD-INPUT, Backbone=GCN, Privacy budget (epsilon)=5, Window size (w)=322026.0570.674.5
PRIVX-SAGEExplainer=GRAPH-LIME, Backbone=GraphSAGE, Privacy budget (epsilon)=5, Window size (w)=322026.0570.571
PRIVX-SAGEExplainer Type=GRAD, Backbone=GraphSAGE, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0567.666.7
PRIVX-SAGEExplainer=GRAD, Backbone=GraphSAGE, Privacy budget (epsilon)=5, Window size (w)=322026.056766.9
PRIVX-SAGEExplainer Type=GRADINPUT, Backbone=GraphSAGE, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0565.765.6
Random noise2026.0665.7—
PRIVX-SAGEExplainer=GRAD-INPUT, Backbone=GraphSAGE, Privacy budget (epsilon)=5, Window size (w)=322026.0565.265.8
MC-GPB (+)2026.0662.5—
GSEExplainer=GRAD-INPUT, Privacy budget (epsilon)=5, Window size (w)=322026.0554.451.3
ExplainSimExplainer=GRAD, Privacy budget (epsilon)=5, Window size (w)=322026.0553.454.6
GSEExplainer Type=GNNEXPLAINER, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0553.253.5
GSEExplainer Type=GRAD, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0552.852.3
ExplainSimExplainer=GRAD-INPUT, Privacy budget (epsilon)=5, Window size (w)=322026.0552.152.2
ExplainSimExplainer=GRAPH-LIME, Privacy budget (epsilon)=5, Window size (w)=322026.055255.8
GSEExplainer=GRAPH-LIME, Privacy budget (epsilon)=5, Window size (w)=322026.0550.651.8
GSEExplainer Type=GRAPHLIME, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0550.653.8
Differential privacy2026.0650—
GSEExplainer Type=GRADINPUT, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0549.955
ExplainSimExplainer Type=GRAD, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0549.849
FeatureSimPrivacy Budget (epsilon)=5, Window size (w)=322026.0549.849.4
GSEExplainer=GNNEXPLAINER, Privacy budget (epsilon)=5, Window size (w)=322026.0549.651.2
ExplainSimExplainer Type=GRADINPUT, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0549.251.9
GSEExplainer=GRAD, Privacy budget (epsilon)=5, Window size (w)=322026.054849.7
ExplainSimExplainer Type=GRAPHLIME, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0547.451.7
ExplainSimExplainer=GNNEXPLAINER, Privacy budget (epsilon)=5, Window size (w)=322026.0547.351.3
ExplainSimExplainer Type=GNNEXPLAINER, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.0545.949.8
SLAPSPrivacy Budget (epsilon)=5, Window size (w)=322026.0542.746.4