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KANtrol: A physics-informed Kolmogorov-Arnold network framework for solving multi- dimensional and fractional optimal control problems

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A Practitioner's Guide to Kolmogorov-Arnold Networks

cs.LG · 2025-10-28 · accept · novelty 3.0

A systematic review of Kolmogorov-Arnold Networks that maps their relation to Kolmogorov superposition theory, MLPs, and kernels, examines basis-function design choices, summarizes performance advances, and supplies a practitioner's selection guide plus open challenges.

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  • A Practitioner's Guide to Kolmogorov-Arnold Networks cs.LG · 2025-10-28 · accept · none · ref 70

    A systematic review of Kolmogorov-Arnold Networks that maps their relation to Kolmogorov superposition theory, MLPs, and kernels, examines basis-function design choices, summarizes performance advances, and supplies a practitioner's selection guide plus open challenges.