From the 1 of 8 linked papers with an AI index.
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cs.LG2026
Shallower ReLU Network Representations via Exact Linear Algebra
Kilian RueÃ, Gennadiy Averkov, Florestan Brunck +7
We prove that the maximum of real numbers is exactly representable by a ReLU network with two hidden layers for every . The constructions are obtained by reducing the…
cs.LG2025
On the Expressiveness of Rational ReLU Neural Networks With Bounded Depth
Gennadiy Averkov, Christopher Hojny, Maximilian Merkert
To confirm that the expressive power of ReLU neural networks grows with their depth, the function has been considered in the literature. A conject…