All methods
MIA
Daubert-eligibleTier 2

Concept memorization (MMD / KS / energy)

Statistical literature · Various 2023

Overview

Two-sample tests (MMD, Kolmogorov-Smirnov, energy distance) for concept-level recall in generative models.

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.