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Marco Pollanen

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#machine learning Preprint Oct 2026

The Price of Correlated Tests: How Strict Should a Model Release Gate Be?

This work treats the release gate as a design problem: choose how many tests a model must pass so that cleared models meet a stated reliability target, while keeping as many good models as possible, and gives a validation procedure that certifies a gate from labelled data even when the gate is chosen from a fixed short...

Marco Pollanen · 0 citations

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