Data-driven model discovery with Kolmogorov-Arnold networks

Data-driven model discovery of complex dynamical systems can be done using sparse optimization, but it has a fundamental limitation: sparsity in that the underlying governing equations of the system contain only a small number of elementary mathematical functions. Examples where sparse optimization...

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Bibliographic Details
Main Authors: Shirin Panahi, Mohammadamin Moradi, Erik M. Bollt, Ying-Cheng Lai
Format: Article
Language:English
Published: American Physical Society 2025-04-01
Series:Physical Review Research
Online Access:http://doi.org/10.1103/PhysRevResearch.7.023037
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