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Xiang Zhang

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#machine learning Preprint Sep 2026

Tail-Aware Geometry Learning for Conformal Ellipsoids

This paper studies multivariate conformal prediction (CP), a distribution-free uncertainty quantification framework with finite-sample coverage guarantees. The efficiency of multivariate prediction sets hinges critically on the residual geometry encoded by the nonconformity score, while existing minimum-volume methods...

Xiang Zhang · 0 citations

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