Prompt Inversion Attack Defense on Medical
85.1Attack AccuracyNo Defense
Evaluation results
| Method | Links | ||
|---|---|---|---|
| No Defense2026.06 | 85.1 | 17.3 | |
| Fisher2026.06 | 84.4 | 10,134 | |
| PCAk=5122026.06 | 84.2 | 20.5 | |
| PCAk=2562026.06 | 82.6 | 26.5 | |
| NoPeek2026.06 | 75.5 | 35.5 | |
| Gaussiansigma=0.12026.06 | 68.7 | 21.4 | |
| Laplaceb=0.12026.06 | 61.1 | 31.5 | |
| privacy adaptersr=256, lambda=0.52026.06 | 51 | 60.1 | |
| Gaussiansigma=0.52026.06 | 26.7 | 4,222 | |
| Laplaceb=0.52026.06 | 19.9 | 16,316 | |
| ShredMIr=2562026.06 | 12.6 | 5,213 |