Membership Inference Attack on Purchase-100
97.91AccuracyRF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RFDefense Status=No Defense2026.02 | 97.91 | — | |
| SVCDefense Status=No Defense2026.02 | 89.02 | — | |
| Neural NetworkDefense Status=None, Model Type=Neural Network2026.02 | 57.1 | — | |
| LRDefense Status=With Proposed Defense2026.02 | 55.97 | — | |
| LRDefense Status=No Defense2026.02 | 55.32 | — | |
| RFDefense Status=With Proposed Defense2026.02 | 51.26 | — | |
| SVCDefense Status=With Proposed Defense2026.02 | 51.17 | — | |
| Neighborhood-DefenseDefense Status=Neighborhood-Defense, Model Type=Neural Network2026.02 | 49.5 | — | |
| Adv. Reg.Defense Mechanism=Adv. Reg. [22]2026.02 | — | 59.5 | |
| Neighborhood-DefenseDefense Mechanism=Neighborhood-Defense2026.02 | — | 51.1 |