unlearning
Daubert-eligibleTier 2MUSE 6-axis unlearning verifier
MUSE benchmark consortium · NeurIPS 2024
Overview
Six-axis verifier for unlearning and deletion claims: verbatim, knowledge, privacy, bias, utility, and scalability.
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.