Graph Reconstruction Attack on Cora
74.3Attack F1AFR
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AFRepsilon=∞2026.04 | 74.3 | — | — | |
| AFRepsilon=102026.04 | 72.8 | — | — | |
| VGAEepsilon=∞2026.04 | 71.8 | — | — | |
| GAEepsilon=∞2026.04 | 69.2 | — | — | |
| VGAEepsilon=102026.04 | 69 | — | — | |
| PtNetLKepsilon=∞2026.04 | 68.5 | — | — | |
| AFRepsilon=52026.04 | 68.4 | — | — | |
| Eigen-syncepsilon=∞2026.04 | 66.3 | — | — | |
| GAEepsilon=102026.04 | 65.7 | — | — | |
| PtNetLKepsilon=102026.04 | 65 | — | — | |
| VGAEepsilon=52026.04 | 63.2 | — | — | |
| Eigen-syncepsilon=102026.04 | 63 | — | — | |
| PtNetLKepsilon=52026.04 | 59 | — | — | |
| GAEepsilon=52026.04 | 58.8 | — | — | |
| Eigen-syncepsilon=52026.04 | 56.4 | — | — | |
| AFRepsilon=22026.04 | 55.7 | — | — | |
| VGAEepsilon=22026.04 | 46.7 | — | — | |
| PtNetLKepsilon=22026.04 | 42 | — | — | |
| GAEepsilon=22026.04 | 41.5 | — | — | |
| Eigen-syncepsilon=22026.04 | 39.8 | — | — | |
| AFRepsilon=12026.04 | 37.2 | — | — | |
| VGAEepsilon=12026.04 | 25.1 | — | — | |
| PtNetLKepsilon=12026.04 | 21.5 | — | — | |
| GAEepsilon=12026.04 | 20.8 | — | — | |
| Eigen-syncepsilon=12026.04 | 19.9 | — | — | |
| 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)=false2026.06 | — | 86.4 | 10.6 | |
| 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 | — | 83.9 | 7.4 | |
| 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 | — | 89.6 | 5.5 | |
| 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 | — | 86.6 | 10.9 | |
| 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 | — | 90.5 | 6.6 | |
| 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 | — | 89.7 | 6.5 | |
| 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 | — | 90.4 | 6.5 |