Graph Multiple Sensitive Attribute Inference Attack on Credit
74.71AA (Attribute Accuracy)SingP.
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SingP.Encoder=GIN2026.02 | 74.71 | 71.5 | 28.62 | 47.78 | 27.02 | 49.58 | 16.3 | 15.84 | |
| SingP.Encoder=GraphSAGE2026.02 | 69.69 | 78.99 | 25.02 | 32.86 | 25.98 | 50.35 | 14.82 | 11.79 | |
| PreTr.Encoder=GIN2026.02 | 66.69 | 81.3 | 8.58 | 28 | 22.78 | 56.9 | 1.52 | 26.24 | |
| TaipanEncoder=GIN2026.02 | 65.67 | 82.53 | 6.2 | 26.12 | 22.23 | 57.47 | 0.74 | 26.68 | |
| SingP.Encoder=GCN2026.02 | 62.8 | 82.63 | 21.14 | 24.48 | 27.6 | 46.16 | 4.7 | 9.12 | |
| TaipanEncoder=GraphSAGE2026.02 | 61.86 | 78.91 | 4.87 | 31.66 | 24.97 | 53.77 | 9.17 | 19.62 | |
| PreTr.Encoder=GraphSAGE2026.02 | 60.45 | 77.96 | 5.54 | 34.77 | 25.4 | 52.4 | 9.08 | 16.24 | |
| TaipanEncoder=GCN2026.02 | 60.02 | 80.16 | 6.95 | 28.53 | 26.13 | 51.37 | 19.38 | 15.91 | |
| PreTr.Encoder=GCN2026.02 | 57.18 | 80.94 | 5.13 | 28.16 | 24.3 | 53.67 | 5.03 | 19.34 | |
| Rand.Encoder=Real Value2026.02 | 49.97 | 72.31 | 0.3 | 36.3 | 33.47 | 41.63 | -5.5 | 1.37 |