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Author

Rabanus Derr

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Preprint Aug 2026

Law of Large Numbers: Accuracy as Statistical Measure for AI Compliance and Competition

The machine learning community progresses (in part) by improving the"accuracy"of its systems. The EU AI Act explicitly refers to"accuracy"as part of its compliance measures for high-risk AI systems. Are we talking about the same thing? This work presents"accuracy"as a case-study for differing requirements of social wor...

Rabanus Derr, Alina Wernick, Robert C. Williamson · 0 citations
#machine learning Preprint Aug 2026

Comparing Corrupted Constrained Learning Problems

A generalized data processing inequality is formulated, requiring the constrained Bayes risk of a joint distribution to lower bound the constrained Bayes risk on the stochastically modified distribution, regardless of the choice of distribution, to be equivalent to a set containment condition on a specific function set...

Laura Iacovissi, Rabanus Derr, Robert C. Williamson · 0 citations

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