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Sonia Fernández Rubio

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Articles

Mathematics > Numerical Analysis

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By Sonia Fernández Rubio, Sònia Parella Rubio, Fernando Lopez, Fernando López Verified, Antonio Lopez, Antonio López Verified
| arxiv.org
[Submitted on 11 Jun 2026] Title:Neural Architectures as Functional Priors in Physics-Informed Control Problems View a PDF of the paper titled Neural Architectures as Functional Priors in Physics-Informed Control Problems, by Sonia Rubio Herranz and 2 other authors View PDF HTML (experimental) Abstract:In this work we investigate the role of neural architectures as implicit functional priors in control problems governed by ordinary differential equations.
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[2602.15068] A Unified Benchmark of Physics-Informed Neural Networks and Kolmogorov-Arnold Networks for Ordinary and Partial Differential Equations

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By Sonia Fernández Rubio, Sònia Parella Rubio, Fernando Lopez, Fernando López Verified, Antonio Lopez, Antonio López Verified
| arxiv.org
arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website. Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them. Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs.
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Meteorological Early warning systems, a tailor-made tool for climate change adaptation

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By Robert Monjo, Sonia Fernández Rubio, Sònia Parella Rubio, Toni Rubio, Carlos Carravilla
| zenodo.org
Published July 8, 2025 | Version v1 Poster Open Name Size md5:4ed5a43085041911bed5fa89fece6f71 1.4 MB
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