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MIA
Daubert-eligibleTier 1

Multi-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.