math.NA · 2026-09-08 · No. 109
Numerical Analysis, 2026-09-08.
1 new papers in math.NA. Titles, authors,
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01 — The papers
1 entries-
01
Shallow neural network approximation in mixed Sobolev spaces
Yuwen Li, Guozhi Zhang
math.NA · cs.LG
We investigate the best $L_2$ approximation of mixed Sobolev spaces by shallow neural networks with $n$ neurons and general activation functions. We first establish an activation-independent Fourier-block principle: if an activation has univariate approximation order $ρ$ in the sense of the Fourier-block property, then the global approximation rate has algebraic order $\min\{α,ρ\}$ for target functions of mixed smoothness $α$, up to explicit...
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