Graph Multiple Sensitive Attribute Inference Attack on Pokec-n
81.76AASingP.
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SingP.Encoder=GraphSAGE2026.02 | 81.76 | 63.39 | 29.84 | 40.75 | 20.82 | 48.69 | 4.55 | 56.71 | |
| SingP.Encoder=GCN2026.02 | 81.06 | 57.14 | 21.14 | 32.62 | 22.18 | 46.22 | -0.04 | 44.37 | |
| SingP.Encoder=GIN2026.02 | 77.48 | 55.25 | 19.64 | 31.62 | 24.01 | 42.31 | -0.17 | 41.21 | |
| TaipanEncoder=GraphSAGE2026.02 | 77.19 | 67.08 | 20.91 | 32.21 | 17.42 | 56.7 | 1.5 | 61.67 | |
| PreTr.Encoder=GraphSAGE2026.02 | 77.12 | 66.68 | 21.06 | 32.15 | 18.45 | 54.2 | 3.23 | 59.74 | |
| TaipanEncoder=GCN2026.02 | 74.85 | 64.39 | 10.8 | 20.46 | 21.74 | 46.93 | 4.85 | 47.76 | |
| PreTr.Encoder=GCN2026.02 | 72.34 | 61.01 | 15.13 | 27.91 | 20.76 | 50.11 | 2.82 | 48.23 | |
| TaipanEncoder=GIN2026.02 | 70.89 | 58.96 | 11.52 | 25.25 | 21.67 | 47.27 | 1.45 | 44.89 | |
| PreTr.Encoder=GIN2026.02 | 69.74 | 57.88 | 10.17 | 21.11 | 21.89 | 47.05 | 0.23 | 44.24 | |
| Rand.Encoder=Real Value2026.02 | 48.4 | 28.3 | 4.6 | 23.5 | 41.67 | 21.7 | -6.41 | 8.01 |