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URL https://link.springer.com/book/10

doi: 10 · 2018 · Grundlehren der mathematischen Wissenschaften · DOI 10.1007/978-3-662-03329-6

1 Pith paper cite this work, alongside 1,473 external citations. Polarity classification is still indexing.

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Rational Neural Networks have Expressivity Advantages

cs.LG · 2026-02-12 · conditional · novelty 6.0

Rational-activation networks can emulate GELU-type networks with O((log log 1/ε)^3) overhead, while emulating hard rational functions with GELU networks costs Ω(log 1/ε) parameters, an exponential gap.

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  • Rational Neural Networks have Expressivity Advantages cs.LG · 2026-02-12 · conditional · none · ref 1997

    Rational-activation networks can emulate GELU-type networks with O((log log 1/ε)^3) overhead, while emulating hard rational functions with GELU networks costs Ω(log 1/ε) parameters, an exponential gap.