MIA
Daubert-eligibleTier 1Multi-teacher MIA ensemble
IPLYR + statistical combination literature · SaTML 2025
Overview
Fisher / Stouffer / Simes / harmonic-mean / Cauchy combiners over independent MIA detectors. Patentable ensemble, top novelty rating.
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.