Graph Multi-Sample Attribute Inference Attack on Pokec-n to Pokec-z transfer
73.01AASingP.
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SingP.GNN Backbone=GraphSAGE2026.02 | 73.01 | 50.77 | 36.87 | 48.06 | 27.27 | 37.36 | -0.77 | 43.4 | |
| SingP.GNN Backbone=GCN2026.02 | 71.37 | 43.15 | 35.58 | 49.14 | 29.1 | 34.92 | -2.01 | 33.67 | |
| SingP.GNN Backbone=GIN2026.02 | 66.62 | 47.33 | 23.48 | 30.56 | 32.1 | 30.07 | -0.16 | 26.92 | |
| TaipanGNN Backbone=GraphSAGE2026.02 | 65.79 | 55.29 | 25.77 | 36.34 | 28.89 | 34.86 | 0.53 | 40.35 | |
| PreTr.GNN Backbone=GraphSAGE2026.02 | 64.64 | 52.16 | 29.43 | 42.74 | 29.21 | 33.89 | -1.8 | 40.62 | |
| TaipanGNN Backbone=GCN2026.02 | 64.33 | 50.61 | 23.66 | 41.87 | 29.83 | 32.04 | 2.77 | 36.14 | |
| TaipanGNN Backbone=GIN2026.02 | 64.22 | 54.71 | 13.32 | 23.7 | 30.67 | 32.72 | 7.78 | 30.93 | |
| PreTr.GNN Backbone=GCN2026.02 | 62.22 | 44.87 | 24.5 | 51.88 | 29.18 | 34.08 | -3.75 | 37.51 | |
| PreTr.GNN Backbone=GIN2026.02 | 58.02 | 36.21 | 17.04 | 54.77 | 30.28 | 33.79 | -4.41 | 29.96 |