math.FA · 2026-06-09 · No. 18
Functional Analysis, 2026-06-09.
1 new papers in math.FA. Titles, authors,
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01 — The papers
1 entries-
01
Weighted universal approximation of differentiable maps on infinite-dimensional manifolds
Philipp Schmocker, Josef Teichmann
math.FA · cs.LG · math.PR · q-fin.MF · stat.ML
We generalize the universal approximation theorem for functional input neural networks (FNN) to differentiable maps by including the approximation of the derivatives. A FNN maps the input from a possibly infinite-dimensional weighted manifold to the real-valued hidden layer, on which a non-linear scalar activation function is applied, and then returns the output into a Banach space via some linear readouts. By proving a weighted Nachbin...
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