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ResearchFormerly WizWand

Network Reconstruction on IMDB

0.987AUCEvent2vec
0.448280.588140.7280.86786Jan 29, 2019Apr 15, 2020Jul 1, 2021Sep 16, 2022Dec 2, 2023Feb 16, 2025May 5, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Event2vec2019.010.987—
DeepWalk2019.010.975—
node2vec2019.010.929—
PRIVF-SAGEBackbone=GraphSAGE, Privacy Budget (epsilon)=5, Window size (w)=322026.050.8630.85
metapath2vec2019.010.846—
PRIVX-GCNExplainer Type=GRAD, Backbone=GCN, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.8330.814
PRIVF-GCNBackbone=GCN, Privacy Budget (epsilon)=5, Window size (w)=322026.050.8240.802
PRIVX-GCNExplainer=GRAD, Backbone=GCN, Privacy budget (epsilon)=5, Window size (w)=322026.050.8190.803
PRIVX-SAGEExplainer Type=GRAD, Backbone=GraphSAGE, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.7630.725
PRIVX-SAGEExplainer Type=GNNEXPLAINER, Backbone=GraphSAGE, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.7590.742
PRIVX-GCNExplainer Type=GRADINPUT, Backbone=GCN, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.7560.743
PRIVX-SAGEExplainer=GRAD, Backbone=GraphSAGE, Privacy budget (epsilon)=5, Window size (w)=322026.050.7550.719
PRIVX-SAGEExplainer=GNNEXPLAINER, Backbone=GraphSAGE, Privacy budget (epsilon)=5, Window size (w)=322026.050.7510.738
DHNE2019.010.739—
PRIVX-SAGEExplainer Type=GRAPHLIME, Backbone=GraphSAGE, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.7390.701
PRIVX-GCNExplainer=GRAD-INPUT, Backbone=GCN, Privacy budget (epsilon)=5, Window size (w)=322026.050.7340.72
PRIVX-SAGEExplainer=GRAPH-LIME, Backbone=GraphSAGE, Privacy budget (epsilon)=5, Window size (w)=322026.050.7320.698
PRIVX-SAGEExplainer Type=GRADINPUT, Backbone=GraphSAGE, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.720.683
PRIVX-SAGEExplainer=GRAD-INPUT, Backbone=GraphSAGE, Privacy budget (epsilon)=5, Window size (w)=322026.050.7150.677
LINE2019.010.564—
ExplainSimExplainer Type=GRADINPUT, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.5590.548
ExplainSimExplainer Type=GRAPHLIME, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.5570.577
ExplainSimExplainer Type=GRAD, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.5480.549
ExplainSimExplainer Type=GNNEXPLAINER, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.5330.54
GSEExplainer Type=GNNEXPLAINER, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.5330.523
ExplainSimExplainer=GRAPH-LIME, Privacy budget (epsilon)=5, Window size (w)=322026.050.5320.532
ExplainSimExplainer=GNNEXPLAINER, Privacy budget (epsilon)=5, Window size (w)=322026.050.5260.517
ExplainSimExplainer=GRAD, Privacy budget (epsilon)=5, Window size (w)=322026.050.5240.523
GSEExplainer=GRAPH-LIME, Privacy budget (epsilon)=5, Window size (w)=322026.050.520.527
FeatureSimPrivacy Budget (epsilon)=5, Window size (w)=322026.050.5190.516
ExplainSimExplainer=GRAD-INPUT, Privacy budget (epsilon)=5, Window size (w)=322026.050.5170.516
GSEExplainer=GNNEXPLAINER, Privacy budget (epsilon)=5, Window size (w)=322026.050.5110.506
SLAPSPrivacy Budget (epsilon)=5, Window size (w)=322026.050.4990.505
GSEExplainer Type=GRADINPUT, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.4930.493
GSEExplainer=GRAD-INPUT, Privacy budget (epsilon)=5, Window size (w)=322026.050.4870.495
PRIVX-GCNExplainer=GNNEXPLAINER, Backbone=GCN, Privacy budget (epsilon)=5, Window size (w)=322026.050.4830.515
PRIVX-GCNExplainer Type=GNNEXPLAINER, Backbone=GCN, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.4820.515
GSEExplainer Type=GRAPHLIME, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.4790.478
GSEExplainer=GRAD, Privacy budget (epsilon)=5, Window size (w)=322026.050.4750.497
GSEExplainer Type=GRAD, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.4740.491
PRIVX-GCNExplainer=GRAPH-LIME, Backbone=GCN, Privacy budget (epsilon)=5, Window size (w)=322026.050.4720.512
PRIVX-GCNExplainer Type=GRAPHLIME, Backbone=GCN, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.050.4690.51