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arXiv stat.ML · Papers

Online conformal inference with retrospective adjustment for faster adaptation to distribution shift

arXiv:2511.04275v2 Announce Type: replace Abstract: Conformal prediction has emerged as a powerful framework for constructing distribution-free prediction sets with guaranteed coverage assuming only the exchangeability assumption. However, this assumption is often violated in online environments where data distribution