Preprint
Aug 2026
Optimal Sobolev Approximation by Deterministic and Random Shallow Sigmoidal Networks
It is proved that dictionaries obtained by independent parameter sampling from any prescribed density bounded away from zero attain the same approximation exponent with high probability, up to logarithmic oversampling.
Zhaohui Fu, Yang-Shuai Wang
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