Time-Frequency Analysis for Neural Networks
arXiv:2512.15992v2 Announce Type: replace-cross
Abstract: We develop a quantitative approximation theory for shallow neural networks using tools from time-frequency analysis. Working in weighted modulation spaces $M^{p,q}_m(\mathbf{R}^{d})$, we prove …