A Comprehensive Survey on Kolmogorov Arnold Networks (KAN)

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A Comprehensive Survey on Kolmogorov Arnold Networks (KAN)

13 July 2024

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Papers citing "A Comprehensive Survey on Kolmogorov Arnold Networks (KAN)"

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Title
Taylor expansion-based Kolmogorov-Arnold network for blind image quality assessment Ze Chen Shaode Yu 52 0 0 27 May 2025
Leveraging KANs for Expedient Training of Multichannel MLPs via Preconditioning and Geometric Refinement Jonas A. Actor Graham Harper Ben Southworth E. Cyr 60 0 0 23 May 2025
Enhancing Federated Learning with Kolmogorov-Arnold Networks: A Comparative Study Across Diverse Aggregation Strategies Yizhou Ma Zhuoqin Yang Luis-Daniel Ibáñez 184 0 0 12 May 2025
A Unified Benchmark of Federated Learning with Kolmogorov-Arnold Networks for Medical Imaging Youngjoon Lee J. Gong Joonhyuk Kang FedML 102 1 0 28 Apr 2025
asKAN: Active Subspace embedded Kolmogorov-Arnold Network Zhiteng Zhou Zhaoyue Xu Yi Liu Shizhao Wang 53 0 0 07 Apr 2025
Geometric Kolmogorov-Arnold Superposition Theorem Francesco Alesiani Takashi Maruyama Henrik Christiansen Viktor Zaverkin 106 0 0 23 Feb 2025
Low Tensor-Rank Adaptation of Kolmogorov--Arnold Networks Yihang Gao Michael K. Ng Vincent Y. F. Tan 256 0 0 17 Feb 2025
SineKAN: Kolmogorov-Arnold Networks Using Sinusoidal Activation Functions Eric A. F. Reinhardt P. R. Dinesh S. Gleyzer 128 13 0 28 Jan 2025
KANs for Computer Vision: An Experimental Study Karthik Mohan Hanxiao Wang Xiatian Zhu 135 3 0 27 Nov 2024
KAT to KANs: A Review of Kolmogorov-Arnold Networks and the Neural Leap Forward Divesh Basina Joseph Raj Vishal Aarya Choudhary Bharatesh Chakravarthi 108 0 0 15 Nov 2024
A Survey on Kolmogorov-Arnold Network Shriyank Somvanshi Syed Aaqib Javed Md Monzurul Islam Diwas Pandit Subasish Das AI4TS AI4CE 128 29 0 09 Nov 2024
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Quan Zhou Changhua Pei Fei Sun Jing Han Zhengwei Gao Dan Pei Haiming Zhang Gaogang Xie Jianhui Li AI4TS 160 4 0 01 Nov 2024
PointNet with KAN versus PointNet with MLP for 3D Classification and Segmentation of Point Sets Ali Kashefi 3DPC 119 7 0 14 Oct 2024
Generalization Bounds and Model Complexity for Kolmogorov-Arnold Networks Xianyang Zhang Huijuan Zhou 78 3 0 10 Oct 2024
Residual Kolmogorov-Arnold Network for Enhanced Deep Learning Ray Congrui Yu Sherry Wu Jiang Gui 124 1 0 07 Oct 2024
On the expressiveness and spectral bias of KANs Yixuan Wang Jonathan W. Siegel Ziming Liu Thomas Y. Hou 119 13 0 02 Oct 2024
KAN v.s. MLP for Offline Reinforcement Learning Haihong Guo Fengxin Li Jiao Li Hongyan Liu OffRL 80 0 0 15 Sep 2024
Exploring Kolmogorov-Arnold networks for realistic image sharpness assessment Shaode Yu Ze Chen Zhimu Yang Jiacheng Gu Bizu Feng 80 5 0 12 Sep 2024
On the Robustness of Kolmogorov-Arnold Networks: An Adversarial Perspective Tal Alter Raz Lapid Moshe Sipper AAML 124 6 0 25 Aug 2024