All methods
MIA
Daubert-eligibleTier 2

Concept memorization (MMD / KS / energy)

Statistical literature · Various 2023

Description

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

Technical signature

in: (model_samples[], reference_samples[]) → out: { p_mmd, p_ks, p_energy }

Adversarial robustness

Three independent tests; combine via HMP for robustness.

Daubert eligibility

Method is peer-reviewed, has published error rates, and is reproducible from the chain-of-custody hash. Eligible for Tier-A admissibility packaging. Ultimate admissibility is the court's determination.