Graph Reconstruction Attack on Wisconsin
0.835ROC-AUCMC-GRA (+)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MC-GRA (+)Target Backbone=GCN, Prior Knowledge: X (Features)=true, Prior Knowledge: H_all (Hidden Representations)=true, Prior Knowledge: Y_hat_A (Predicted Labels)=false, Prior Knowledge: Y (Ground-truth Labels)=false2026.06 | 0.835 | 27.7 | |
| MC-GRA (+)Target Backbone=GCN, Prior Knowledge: X (Features)=true, Prior Knowledge: H_all (Hidden Representations)=true, Prior Knowledge: Y_hat_A (Predicted Labels)=false, Prior Knowledge: Y (Ground-truth Labels)=true2026.06 | 0.83 | 51.5 | |
| MC-GRA (+)Target Backbone=GCN, Prior Knowledge: X (Features)=true, Prior Knowledge: H_all (Hidden Representations)=true, Prior Knowledge: Y_hat_A (Predicted Labels)=true, Prior Knowledge: Y (Ground-truth Labels)=false2026.06 | 0.782 | 20.9 | |
| MC-GRA (+)Target Backbone=GCN, Prior Knowledge: X (Features)=true, Prior Knowledge: H_all (Hidden Representations)=false, Prior Knowledge: Y_hat_A (Predicted Labels)=false, Prior Knowledge: Y (Ground-truth Labels)=true2026.06 | 0.781 | 18.9 | |
| MC-GRA (+)Target Backbone=GCN, Prior Knowledge: X (Features)=true, Prior Knowledge: H_all (Hidden Representations)=false, Prior Knowledge: Y_hat_A (Predicted Labels)=true, Prior Knowledge: Y (Ground-truth Labels)=true2026.06 | 0.781 | 43 | |
| MC-GRA (+)Target Backbone=GCN, Prior Knowledge: X (Features)=true, Prior Knowledge: H_all (Hidden Representations)=true, Prior Knowledge: Y_hat_A (Predicted Labels)=true, Prior Knowledge: Y (Ground-truth Labels)=true2026.06 | 0.781 | 31.7 | |
| MC-GRA (+)Target Backbone=GCN, Prior Knowledge: X (Features)=true, Prior Knowledge: H_all (Hidden Representations)=false, Prior Knowledge: Y_hat_A (Predicted Labels)=true, Prior Knowledge: Y (Ground-truth Labels)=false2026.06 | 0.773 | 41.1 | |
| MC-GRA (+)X=true, H_A^all=true, Y_hat_A=true, Y=false, Backbone=GPR-GNN2026.06 | 0.723 | 57.9 | |
| MC-GRA (+)X=true, H_A^all=true, Y_hat_A=false, Y=false, Backbone=GPR-GNN2026.06 | 0.701 | 45.4 | |
| MC-GRA (+)X=true, H_A^all=false, Y_hat_A=true, Y=false, Backbone=GPR-GNN2026.06 | 0.696 | 40.6 | |
| MC-GRA (+)X=true, H_A^all=true, Y_hat_A=true, Y=true, Backbone=GPR-GNN2026.06 | 0.693 | 52 | |
| MC-GRA (+)X=true, H_A^all=false, Y_hat_A=true, Y=true, Backbone=GPR-GNN2026.06 | 0.67 | 39.3 | |
| MC-GRA (+)X=true, H_A^all=true, Y_hat_A=false, Y=true, Backbone=GPR-GNN2026.06 | 0.635 | 30.9 | |
| MC-GRA (+)X=true, H_A^all=false, Y_hat_A=false, Y=true, Backbone=GPR-GNN2026.06 | 0.555 | 1.3 |