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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Felix Dietrich

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2 papers indexed here

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Open access Sep 2026

Neural-operator surrogates for outdoor acoustics using parameterized wind and terrain profilesa).

Outdoor sound propagation is strongly shaped by boundary layer meteorology and terrain, yet high-fidelity simulation remains too expensive for rapid scenario studies. This paper shows the development of neural-operator surrogates that map parameterized wind profiles and/or terrain profiles to acoustic fields over a reg...

Hessel Juliust, Sirine Sionkala, A. Schady et al. · 0 citations
Preprint Aug 2026

Rational neural networks for tracking complex singularities of nonlinear PDEs

We present a neural network-based method for numerical analytic continuation of solutions of nonlinear partial differential equations (PDEs) and detection of their complex singularities. The proposed framework employs"unsafe"Pad\'e activation units (PAUs) as activation functions, together with a novel backpropagation-f...

Nadiia Derevianko, H. Bungartz, Felix Dietrich · 1 citation

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