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Learning symbolic models of dynamical systems through Kolmogorov–Arnold Networks (KANs) in centralized and distributed settings

Identifying an interpretable and tractable model is a crucial step for the analysis and control of dynamical systems. In this work, we employ the recently introduced Kolmogorov–Arnold Networks (KANs), a novel neural network architecture tailored for symbolic regression and interpretability, to learn...

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Váldodahkkit: Alessandro Giuseppi, Danilo Menegatti, Antonio Pietrabissa
Materiálatiipa: Artigo
Giella:Inglês
Almmustuhtton: KeAi Communications Co., Ltd. 2026-06-01
Ráidu:Journal of Automation and Intelligence
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Liŋkkat:http://www.sciencedirect.com/science/article/pii/S2949855425000681
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