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ResearchFormerly WizWand

Machine Unlearning Auditing on Linear Regression

10.1983Epsilon LB (Pairwise)Output perturbation
-0.3880682.3603165.10877.857084Jul 7, 2026
Updated 3mo ago

Evaluation results

MethodLinks
Output perturbationtarget_epsilon=100.0, sigma=0.01662026.0710.198311.1039
Output perturbationtarget_epsilon=50.0, sigma=0.02492026.079.5268.0904
Output perturbationtarget_epsilon=20.0, sigma=0.04412026.074.43052.6972
Output perturbationtarget_epsilon=10.0, sigma=0.07002026.072.49621.1518
Output perturbationtarget_epsilon=5.0, sigma=0.11392026.071.45340.4547
Output perturbationtarget_epsilon=2.0, sigma=0.22332026.070.70290.112
Output perturbationtarget_epsilon=1.0, sigma=0.37562026.070.39010.0307
Output perturbationtarget_epsilon=0.5, sigma=0.62942026.070.2040.0027
Output perturbationtarget_epsilon=0.1, sigma=1.90842026.070.01910