Training-conditional conformal prediction does not estimate Bernoulli probabilities and can trivially satisfy its PAC guarantee, making it unsuitable for statistical safety certification.
Evaluating confidence interval methods for binomial proportions in clustered surveys
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On Training-Conditional Conformal Prediction and Binomial Proportion Confidence Intervals
Training-conditional conformal prediction does not estimate Bernoulli probabilities and can trivially satisfy its PAC guarantee, making it unsuitable for statistical safety certification.