[2404.19756] KAN: Kolmogorov-Arnold Networks

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. arXiv Operational Status Get status notifications via email or slack

[2404.19756] KAN: Kolmogorov-Arnold Networks --> Computer Science > Machine Learning arXiv:2404.19756 (cs) [Submitted on 30 Apr 2024 ( v1 ), last revised 9 Feb 2025 (this version, v5)] Title: KAN: Kolmogorov-Arnold Networks Authors: Ziming Liu , Yixuan Wang , Sachin Vaidya , Fabian Ruehle , James Halverson , Marin Soljačić , Thomas Y. Hou , Max Tegmark View a PDF of the paper titled KAN: Kolmogorov-Arnold Networks, by Ziming Liu and 6 other authors View PDF HTML (experimental) Abstract: Inspired by the Kolmogorov-Arnold representation theorem, we propose Kolmogorov-Arnold Networks (KANs) as pr

saved by

• Claire Wang
• HudZah
• Yash Dani
• Jacob G-W
• Yudhister Joel Kumar

related reading

• KANarxiv.org
• [2405.07987] The Platonic Representation Hypothesisarxiv.org
• [2604.21691] There Will Be a Scientific Theory of Deep Learningarxiv.org
• [2512.19428] Attention Is Not What You Needarxiv.org
• 2404.17625arxiv.org
• arxiv.org/pdf/2512.24880#page=3.56arxiv.org
• Hyper-Connectionsarxiv.org
• [2406.17583] Towards Compositional Interpretability for XAIarxiv.org
• [2402.17805] Graph Neural Networks and Arithmetic Circuitsarxiv.org
• Hello, KAN! - Kolmogorov Arnold Network documentationkindxiaoming.github.io
• [2402.12875] Chain of Thought Empowers Transformers to Solve Inherently Serial Problemsarxiv.org
• [2410.13821] Artificial Kuramoto Oscillatory Neuronsarxiv.org