MIA
Daubert-eligibleTier 2MCID concept inference
Dubiński et al. · CVPR 2025
Description
Collective dataset inference at the concept level for image distributions.
Technical signature
in: (model, concept_distribution) → out: { collective_p_value }Adversarial robustness
Strong under per-image defenses since it aggregates across distribution.
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.