Graph Multiple Sensitive Attribute Inference Attack on Pokec-z
82.59AASingP.
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SingP.Encoder=GraphSAGE2026.02 | 82.59 | 65.88 | 30.57 | 38.04 | 20.91 | 49.15 | 5.11 | 56.41 | |
| TaipanEncoder=GraphSAGE2026.02 | 80.49 | 72.7 | 20.19 | 29.15 | 17.66 | 56.28 | 5.86 | 61.9 | |
| TaipanEncoder=GCN2026.02 | 80.28 | 73.14 | 25.51 | 31.96 | 19.51 | 52.87 | 4.53 | 61.05 | |
| SingP.Encoder=GCN2026.02 | 80.18 | 59.15 | 22.85 | 34.17 | 23.53 | 44.55 | 0.49 | 43.43 | |
| PreTr.Encoder=GraphSAGE2026.02 | 78.69 | 70.68 | 21.9 | 31.46 | 18.44 | 54.92 | 5.95 | 60.81 | |
| SingP.Encoder=GIN2026.02 | 78.06 | 59.96 | 20.76 | 28.16 | 25.38 | 40.91 | 0.96 | 41.35 | |
| TaipanEncoder=GIN2026.02 | 76.96 | 69.87 | 11.99 | 16.57 | 20.64 | 50.05 | 3.77 | 51.92 | |
| PreTr.Encoder=GCN2026.02 | 76.53 | 67.78 | 28.28 | 41.21 | 18.7 | 53.16 | 2.44 | 61.83 | |
| PreTr.Encoder=GIN2026.02 | 74.28 | 67.39 | 9.43 | 17.41 | 22.65 | 46.25 | -1.11 | 47.49 | |
| Rand.Encoder=Real Value2026.02 | 50.28 | 37.07 | 4.5 | 25.89 | 42.94 | 18.4 | -9.31 | 6.45 |