Training-conditional conformal prediction does not estimate Bernoulli probabilities and can trivially satisfy its PAC guarantee, making it unsuitable for statistical safety certification.
Guarantees on robot system performance using stochastic simulation rollouts
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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.