Graph Reconstruction on Amz-R (AUC/AP)
62.6AUCPRIVX-SAGE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PRIVX-SAGEExplainer Type=GRAD, Backbone=GraphSAGE, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 62.6 | 63.3 | |
| PRIVX-SAGEExplainer=GRAD, Backbone=GraphSAGE, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 62.2 | 63 | |
| PRIVX-SAGEExplainer Type=GNNEXPLAINER, Backbone=GraphSAGE, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 61.6 | 63.1 | |
| PRIVF-SAGEBackbone=GraphSAGE, Privacy Budget (epsilon)=5, Window size (w)=322026.05 | 60.6 | 62.6 | |
| PRIVX-SAGEExplainer=GNNEXPLAINER, Backbone=GraphSAGE, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 60.1 | 61.5 | |
| PRIVX-SAGEExplainer Type=GRADINPUT, Backbone=GraphSAGE, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 59.9 | 61.8 | |
| PRIVX-SAGEExplainer Type=GRAPHLIME, Backbone=GraphSAGE, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 59.9 | 61.8 | |
| PRIVX-SAGEExplainer=GRAD-INPUT, Backbone=GraphSAGE, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 59.6 | 61.6 | |
| PRIVX-SAGEExplainer=GRAPH-LIME, Backbone=GraphSAGE, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 59.2 | 60.9 | |
| PRIVX-GCNExplainer Type=GRAD, Backbone=GCN, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 57.7 | 58.8 | |
| PRIVF-GCNBackbone=GCN, Privacy Budget (epsilon)=5, Window size (w)=322026.05 | 57.2 | 58.6 | |
| PRIVX-GCNExplainer=GRAD, Backbone=GCN, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 57 | 58.1 | |
| GSEExplainer=GNNEXPLAINER, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 52.9 | 51.8 | |
| SLAPSPrivacy Budget (epsilon)=5, Window size (w)=322026.05 | 52.3 | 51.3 | |
| GSEExplainer=GRAPH-LIME, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 52 | 52.5 | |
| ExplainSimExplainer Type=GRADINPUT, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 52 | 51.1 | |
| PRIVX-GCNExplainer=GRAD-INPUT, Backbone=GCN, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 51.2 | 52.1 | |
| PRIVX-GCNExplainer=GRAPH-LIME, Backbone=GCN, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 51.2 | 52.2 | |
| PRIVX-GCNExplainer=GNNEXPLAINER, Backbone=GCN, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 51.2 | 52.4 | |
| ExplainSimExplainer Type=GRAD, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 51.2 | 52.7 | |
| PRIVX-GCNExplainer Type=GRADINPUT, Backbone=GCN, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 51.2 | 52.2 | |
| FeatureSimPrivacy Budget (epsilon)=5, Window size (w)=322026.05 | 51.2 | 50.3 | |
| ExplainSimExplainer=GRAPH-LIME, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 51.1 | 51.7 | |
| PRIVX-GCNExplainer Type=GRAPHLIME, Backbone=GCN, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 51.1 | 52.2 | |
| PRIVX-GCNExplainer Type=GNNEXPLAINER, Backbone=GCN, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 51.1 | 52.2 | |
| GSEExplainer=GRAD-INPUT, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 50.6 | 50.5 | |
| ExplainSimExplainer=GRAD-INPUT, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 50.3 | 50.4 | |
| ExplainSimExplainer=GNNEXPLAINER, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 50.3 | 50.8 | |
| ExplainSimExplainer Type=GRAPHLIME, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 49.5 | 50.7 | |
| GSEExplainer Type=GNNEXPLAINER, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 49.4 | 51.1 | |
| ExplainSimExplainer=GRAD, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 49.3 | 50.3 | |
| GSEExplainer Type=GRAD, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 49 | 49.8 | |
| GSEExplainer Type=GRADINPUT, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 48.8 | 49.5 | |
| ExplainSimExplainer Type=GNNEXPLAINER, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 48.8 | 50.3 | |
| GSEExplainer=GRAD, Privacy budget (epsilon)=5, Window size (w)=322026.05 | 48.5 | 48.5 | |
| GSEExplainer Type=GRAPHLIME, Epsilon=8, w=32, DP Mechanism=Gaussian DP2026.05 | 46.3 | 47.4 |