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Preprint Sep 2026

COINS: Any-Stage-Valid and Utility-Oriented Sequential Conformal Prediction

Many predictive workflows update uncertainty as information is acquired and use intermediate reports to determine whether to stop or deploy further resources. We study conformal inference in this setting, treating the resulting prediction sequence as the inferential object. We require any-stage validity, which protects...

Wang-Cheng Li, Nan Qiao, Xu Guo et al. · 0 citations

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