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Information-conditional, fail-closed certification of quantum and classical collider event classifiers under experimental systematics and quantum estimation uncertainty. Research code, data ledger and manuscript for the paper "When Can Quantum Event Classifiers Be Trusted?"
Reproducible audit of four-lepton pairing rules using CMS 2012 Open Data and AODSIM, with toy identifiability studies, generator-ancestry checks, and explicit interpretation limits.