Privacy Protection Analysis on MedMCQA (test)
0.52MIA ScoreOriginal Model
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Original Model2025.11 | 0.52 | 0.96 | 0 | 98 | — | |
| Gradient Ascent2025.11 | 0.71 | 0.29 | 0 | 64.5 | — | |
| SUGD2025.11 | 0.74 | 0.26 | 0 | 63 | — | |
| AILS-NTUA2025.11 | 0.82 | 0.18 | 0.17 | 59 | 5 | |
| DuoLearn (Dual-Strategy)2025.11 | 0.89 | 0.11 | 0.2 | 55.5 | 4 | |
| Complete Retraining2025.11 | 0.95 | 0.05 | 0.2 | 52.5 | 4 |