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Jeffery Opoku

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#machine learning Preprint Aug 2026

CleanScore: Black-Box Benchmark Audits with Negative Controls and Sensitivity Bounds

CleanScore, a black-box audit using scored outputs only, is presented, a black-box audit using scored outputs only that reports an interval for the public-form advantage rather than a verdict, and a private negative-control bank with an explicit transport radius separates exposure from ordinary form mismatch.

Jeffery Opoku, David Banahene · 0 citations
Review Aug 2026

SynthGuard-ReleaseBench: Locked-Audit Evidence for Synthetic Tabular Data Releases

SynthGuard-ReleaseBench is introduced, an audit framework that locks the use, candidate panel, tolerances, and audit schedule before evaluation, and is a reproducible workflow for use-specific release evidence, not a claim that any generator is private, safe, or deployment-ready.

Jeffery Opoku, David Banahene · 1 citation

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