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kernel sum-of-squares

technology1 mentionslast seen Nov 4, 2026

Method for solving the conformal prediction problem efficiently.

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kernel sum-of-squares

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kernel sum-of-squaresdepends onconformal prediction

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preprintarXivNov 3, 2026Scalable and adaptive prediction bands with kernel sum-of-squares
we build upon recent ideas that rely on recasting the CP problem as a statistical learning problem, directly targeting coverage and adaptivity. This statistical learning problem is based on reproducible kernel Hilbert spaces (RKHS) and kernel sum-of-squares (SoS) methods