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Sharp training-conditional coverage for conformal prediction under covariate shift

Pournaderi, Mehrdad
arXiv (All) · Papers
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Weighted split conformal prediction reweights calibration scores by the likelihood ratio between the test and training covariate distributions and guarantees marginal coverage under covariate shift. We study its coverage conditional on the calibration data. An elementary argument, based on a single
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