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unlearning
Daubert-eligibleTier 2

MUSE 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.

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