Conformal e-prediction in the presence of confounding

Fuente: arXiv
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Autori principali: Vovk, Vladimir, Wang, Ruodu
Natura: Preprint
Pubblicazione: 2026
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_version_ 1866915855038676992
author Vovk, Vladimir
Wang, Ruodu
author_facet Vovk, Vladimir
Wang, Ruodu
contents This note extends conformal e-prediction to cover the case where there is observed confounding between the random object $X$ and its label $Y$. We consider both the case where the observed data is IID and a case where some dependence between observations is permitted.
format Preprint
id arxiv_https___arxiv_org_abs_2603_11134
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Conformal e-prediction in the presence of confounding
Vovk, Vladimir
Wang, Ruodu
Statistics Theory
Machine Learning
68Q32 (Primary) 62G15, 68T05 (Secondary)
This note extends conformal e-prediction to cover the case where there is observed confounding between the random object $X$ and its label $Y$. We consider both the case where the observed data is IID and a case where some dependence between observations is permitted.
title Conformal e-prediction in the presence of confounding
topic Statistics Theory
Machine Learning
68Q32 (Primary) 62G15, 68T05 (Secondary)
url https://arxiv.org/abs/2603.11134