Machine Unlearning Auditing on Linear Regression
10.1983Epsilon LB (Pairwise)Output perturbation
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Output perturbationtarget_epsilon=100.0, sigma=0.01662026.07 | 10.1983 | 11.1039 | |
| Output perturbationtarget_epsilon=50.0, sigma=0.02492026.07 | 9.526 | 8.0904 | |
| Output perturbationtarget_epsilon=20.0, sigma=0.04412026.07 | 4.4305 | 2.6972 | |
| Output perturbationtarget_epsilon=10.0, sigma=0.07002026.07 | 2.4962 | 1.1518 | |
| Output perturbationtarget_epsilon=5.0, sigma=0.11392026.07 | 1.4534 | 0.4547 | |
| Output perturbationtarget_epsilon=2.0, sigma=0.22332026.07 | 0.7029 | 0.112 | |
| Output perturbationtarget_epsilon=1.0, sigma=0.37562026.07 | 0.3901 | 0.0307 | |
| Output perturbationtarget_epsilon=0.5, sigma=0.62942026.07 | 0.204 | 0.0027 | |
| Output perturbationtarget_epsilon=0.1, sigma=1.90842026.07 | 0.0191 | 0 |