Membership Inference Attack on Location-30
89.52AccuracyRF
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RFDefense Status=No Defense2026.02 | 89.52 | — | — | — | — | — | — | |
| SVCDefense Status=No Defense2026.02 | 86.43 | — | — | — | — | — | — | |
| Neural NetworkDefense Status=None, Model Type=Neural Network2026.02 | 76.6 | — | — | — | — | — | — | |
| MemGuardDefense Mechanism=MemGuard [16]2026.02 | 69.1 | — | — | — | — | — | — | |
| LRDefense Status=No Defense2026.02 | 64.61 | — | — | — | — | — | — | |
| LRDefense Status=With Proposed Defense2026.02 | 51.06 | — | — | — | — | — | — | |
| SVCDefense Status=With Proposed Defense2026.02 | 50.89 | — | — | — | — | — | — | |
| Neighborhood-DefenseDefense Status=Neighborhood-Defense, Model Type=Neural Network2026.02 | 49.7 | — | — | — | — | — | — | |
| Neighborhood-DefenseDefense Mechanism=Neighborhood-Defense2026.02 | 49.7 | — | — | — | — | — | — | |
| RFDefense Status=With Proposed Defense2026.02 | 49.2 | — | — | — | — | — | — | |
| LRModel=Logistic Regression2026.02 | — | 52 | 52 | 75 | 51 | 78 | 51 | |
| RFModel=Random Forest2026.02 | — | 55 | 54 | 94 | 54 | 95 | 53 | |
| SVCModel=Support Vector Classifier2026.02 | — | 52 | 54 | 50 | 50 | 50 | 50 |