Membership Inference Attack on DomainNet
66.9Attack Success Rate (s -> p)PADA
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| PADA2026.04 | 66.9 | 81 | 74.6 | 75.1 | 66.8 | 64.8 | 75.7 | 72.1 | |
| UNSIR2026.04 | 65.6 | 53.4 | 45.9 | 56.9 | 66.3 | 54.2 | 66.8 | 58.5 | |
| SHOT2026.04 | 58.2 | 76.6 | 73.9 | 54.4 | 75.2 | 59.5 | 61 | 65.5 | |
| ZSMU2026.04 | 58.1 | 66 | 68.5 | 49.8 | 41.6 | 59.2 | 56.6 | 57.1 | |
| Original (SF(DA)2)2026.04 | 56 | 74.4 | 71.3 | 52.5 | 74.7 | 60 | 62.5 | 64.5 | |
| Unlearned(+)2026.04 | 55.9 | 48.8 | 62.7 | 37.6 | 58.8 | 59.1 | 58.4 | 54.2 | |
| Nabla Tau2026.04 | 55.1 | 37.6 | 45.5 | 49.3 | 69.8 | 38.8 | 65.1 | 51.6 | |
| Finetune2026.04 | 54.2 | 29.5 | 49 | 27.9 | 72 | 61.4 | 67.9 | 51.7 | |
| Ours2026.04 | 52.7 | 22 | 40.3 | 28.8 | 44.3 | 49 | 58 | 42.2 | |
| Retrain2026.04 | 40.9 | 41.2 | 66.8 | 41.7 | 58.6 | 58.2 | 64.1 | 53.1 | |
| Lipschitz2026.04 | 24.7 | 60.4 | 40.1 | 20.7 | 36.7 | 39.4 | 48.2 | 38.6 |