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Cross-conformal predictors

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arxiv 1208.0806 v1 pith:HKHVYPDE submitted 2012-08-03 stat.ML cs.LG

Vladimir Vovk This is my paper · ORCID
classification stat.MLcs.LG
keywords cross-conformalpredictionconformalcross-validationefficiencyempiricallyhybridinductive
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This note introduces the method of cross-conformal prediction, which is a hybrid of the methods of inductive conformal prediction and cross-validation, and studies its validity and predictive efficiency empirically.

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  1. Test-time augmentation improves efficiency in conformal prediction

    cs.LG 2025-05 conditional novelty 6.0 of 10

    Applying learned test-time augmentation before conformal scoring reduces prediction set sizes by 10-14% with no loss of nominal coverage.

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