Graph Reconstruction Attack on AIDS
0.827ROC-AUCMC-GRA (+)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MC-GRA (+)X=true, H_A^all=true, Y_hat_A=false, Y=false, Backbone=GPR-GNN2026.06 | 0.827 | 32.3 | |
| MC-GRA (+)X=true, H_A^all=true, Y_hat_A=true, Y=false, Backbone=GPR-GNN2026.06 | 0.827 | 32.3 | |
| MC-GRA (+)X=true, H_A^all=false, Y_hat_A=true, Y=false, Backbone=GPR-GNN2026.06 | 0.786 | 57.5 | |
| MC-GRA (+)X=true, H_A^all=true, Y_hat_A=false, Y=true, Backbone=GPR-GNN2026.06 | 0.721 | 20.8 | |
| MC-GRA (+)X=true, H_A^all=true, Y_hat_A=true, Y=true, Backbone=GPR-GNN2026.06 | 0.721 | 20.8 | |
| MC-GRA (+)X=true, H_A^all=false, Y_hat_A=false, Y=true, Backbone=GPR-GNN2026.06 | 0.719 | 33.9 | |
| MC-GRA (+)X=true, H_A^all=false, Y_hat_A=true, Y=true, Backbone=GPR-GNN2026.06 | 0.719 | 33.9 | |
| 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 | 0.603 | 15.5 | |
| 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)=true2026.06 | 0.588 | 12.6 | |
| 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 | 0.574 | 10.2 | |
| 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 | 0.574 | 10 | |
| 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 | 0.572 | 9.8 | |
| 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 | 0.567 | 8.8 | |
| 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 | 0.567 | 8.6 |