Privacy Protection against Inference Attacks on MedQA
96BERT Inference Attack Success RateRANTEXT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RANTEXTPrivacy budget (epsilon)=2.02023.10 | 96 | 93.2 | 95.9 | |
| RANTEXTPrivacy budget (epsilon)=6.02023.10 | 93.3 | 90.1 | 91.7 | |
| RANTEXTPrivacy budget (epsilon)=10.02023.10 | 91.1 | 82.3 | 87.8 | |
| SANTEXT+Privacy budget (epsilon)=2.02023.10 | 83.1 | 63.4 | 62.8 | |
| CUSTEXT+Privacy budget (epsilon)=2.02023.10 | 83.1 | 45.3 | 54.8 | |
| SANTEXT+Privacy budget (epsilon)=6.02023.10 | 79.3 | 61.2 | 60.8 | |
| SANTEXT+Privacy budget (epsilon)=10.02023.10 | 78.5 | 61 | 59.8 | |
| CUSTEXT+Privacy budget (epsilon)=6.02023.10 | 73.3 | 27.6 | 39.7 | |
| CUSTEXT+Privacy budget (epsilon)=10.02023.10 | 58.3 | 9.1 | 24.6 |