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News/Shallower ReLU Network Representations via Exact Linear Algebra
arxiv
PublishedJuly 27, 2026 at 4:00 AM
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Shallower ReLU Network Representations via Exact Linear Algebra

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arXiv:2607.21651v1 Announce Type: new Abstract: We prove that the maximum of $n$ real numbers is exactly representable by a ReLU network with two hidden layers for every $n\le 10$. The constructions are obtained by reducing the problem to exact rational linear algebra: after a symmetry reduction, th

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