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Emmanuelle Bourigault

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#machine learning Preprint Oct 2026

Coverage Cliffs in Off-Policy Quantile Certification

We study when logged contextual-bandit data can certify an upper tail quantile for a policy selected from the same sample. We construct a PAC-Bayes Bernstein lower-confidence envelope for the target cumulative distribution function (CDF), simultaneous over a predeclared threshold grid and all data-dependent posteriors....

P. Bourigault, Emmanuelle Bourigault · 0 citations

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