MIA
Daubert-eligibleTier 2DP-epsilon audit
Privacy auditing literature · USENIX Security 2024
Overview
Tight empirical lower bound on the differential-privacy epsilon of a deployed model via membership-inference adversary.
Evidentiary posture
Method is peer-reviewed, has published error rates in the literature, and is reproducible from the chain-of-custody record. Eligible for Tier-A evidentiary packaging under the Daubert / FRE 702 framework. Admission in any specific case remains the court's determination.
Technical parameters, adversarial-robustness bounds, and reference implementation are disclosed to counsel and opposing experts under MNDA.