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Jonas Blessing

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#machine learning Preprint Sep 2026

Neural operators approximate strongly continuous convex monotone semigroups

This work introduces the general class of so-called Chernoff-neural operators and shows in a universal approximation theorem that they can approximate the Chernoff one-step operators arbitrarily well, and introduces the more specialized class of envelope-neural operators for envelope semigroups which allows for quantit...

Jonas Blessing, Philipp Schmocker, Alessandro Sgarabottolo · 0 citations