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ResearchFormerly WizWand

Graph Reconstruction Attack on AIDS

0.827ROC-AUCMC-GRA (+)
0.55660.62680.6970.7672Jun 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MC-GRA (+)X=true, H_A^all=true, Y_hat_A=false, Y=false, Backbone=GPR-GNN2026.060.82732.3
MC-GRA (+)X=true, H_A^all=true, Y_hat_A=true, Y=false, Backbone=GPR-GNN2026.060.82732.3
MC-GRA (+)X=true, H_A^all=false, Y_hat_A=true, Y=false, Backbone=GPR-GNN2026.060.78657.5
MC-GRA (+)X=true, H_A^all=true, Y_hat_A=false, Y=true, Backbone=GPR-GNN2026.060.72120.8
MC-GRA (+)X=true, H_A^all=true, Y_hat_A=true, Y=true, Backbone=GPR-GNN2026.060.72120.8
MC-GRA (+)X=true, H_A^all=false, Y_hat_A=false, Y=true, Backbone=GPR-GNN2026.060.71933.9
MC-GRA (+)X=true, H_A^all=false, Y_hat_A=true, Y=true, Backbone=GPR-GNN2026.060.71933.9
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)=true2026.060.60315.5
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)=true2026.060.58812.6
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)=false2026.060.57410.2
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)=false2026.060.57410
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)=false2026.060.5729.8
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)=true2026.060.5678.8
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)=true2026.060.5678.6