MIA
Daubert-eligibleTier 1Multi-teacher MIA ensemble
IPLYR + statistical combination literature · SaTML 2025
Description
Fisher / Stouffer / Simes / harmonic-mean / Cauchy combiners over independent MIA detectors. Patentable ensemble — top novelty rating.
Technical signature
in: (detectors[], target) → out: { combined_p, per_detector[] }Adversarial robustness
Each combiner has different failure mode; Cauchy preferred under dependence.
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.