math.NA · 2026-09-03 · No. 104
Numerical Analysis, 2026-09-03.
1 new papers in math.NA. Titles, authors,
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01 — The papers
1 entries-
01
Neural operators approximate strongly continuous convex monotone semigroups
Jonas Blessing, Philipp Schmocker, Alessandro Sgarabottolo
math.NA · cs.LG · math.AP · math.PR · stat.ML
We approximate strongly continuous convex monotone semigroups by learning their Chernoff-type one-step operators with neural operators. First, we introduce the general class of so-called Chernoff-neural operators and show in a universal approximation theorem that they can approximate the Chernoff one-step operators arbitrarily well. By using stability estimates between weighted Hölder spaces, the one-step approximation error can be propagated...
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