Author

Kai-Bo Hu

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Jul 2026

ReLUk Neural de Rham Complexes

This work constructs finite-dimensional de Rham subcomplexes generated by fixed-neuron shallow ReLU shallow ReLU neural networks and proves exactness in arbitrary dimension and provides a geometric sufficient condition for the required linear independence.

Kai-Bo Hu, Jin-Dong Wang, Jin-Chao Xu · arXiv.org · 0 citations