Exploring the Limitations of Kolmogorov-Arnold Networks in
Classification: Insights to Software Training and Hardware Implementation

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Exploring the Limitations of Kolmogorov-Arnold Networks in Classification: Insights to Software Training and Hardware Implementation

25 July 2024

Tran Xuan Hieu Le

Vu Trung Duong Le

Van Tinh Nguyen

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Papers citing "Exploring the Limitations of Kolmogorov-Arnold Networks in Classification: Insights to Software Training and Hardware Implementation"

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Title
Hyb-KAN ViT: Hybrid Kolmogorov-Arnold Networks Augmented Vision Transformer Sainath Dey Mitul Goswami Jashika Sethi Prasant Kumar Pattnaik ViT 92 0 0 07 May 2025
Physics-informed KAN PointNet: Deep learning for simultaneous solutions to inverse problems in incompressible flow on numerous irregular geometries Ali Kashefi T. Mukerji 3DPC PINN 106 0 0 08 Apr 2025
AF-KAN: Activation Function-Based Kolmogorov-Arnold Networks for Efficient Representation Learning Hoang-Thang Ta Anh Tran 121 0 0 08 Mar 2025
KAA: Kolmogorov-Arnold Attention for Enhancing Attentive Graph Neural Networks Taoran Fang Tianhong Gao Chunping Wang Yihao Shang Wei Chow Lei Chen Yang Yang 211 2 0 23 Jan 2025
A Survey on Kolmogorov-Arnold Network Shriyank Somvanshi Syed Aaqib Javed Md Monzurul Islam Diwas Pandit Subasish Das AI4TS AI4CE 124 29 0 09 Nov 2024
PointNet with KAN versus PointNet with MLP for 3D Classification and Segmentation of Point Sets Ali Kashefi 3DPC 114 7 0 14 Oct 2024
KAN 2.0: Kolmogorov-Arnold Networks Meet Science Ziming Liu Pingchuan Ma Yixuan Wang Wojciech Matusik Max Tegmark 127 75 0 19 Aug 2024
KAN versus MLP on Irregular or Noisy Functions Chen Zeng Jiahui Wang Haoran Shen Qiao Wang 78 10 0 15 Aug 2024
Bayesian Kolmogorov Arnold Networks (Bayesian_KANs): A Probabilistic Approach to Enhance Accuracy and Interpretability Masoud Muhammed Hassan 90 3 0 05 Aug 2024
KAN we improve on HEP classification tasks? Kolmogorov-Arnold Networks applied to an LHC physics example Johannes Erdmann F. Mausolf Jan Lukas Späh 238 4 0 05 Aug 2024
Rethinking the Function of Neurons in KANs Mohammed Ghaith Altarabichi 102 6 0 30 Jul 2024
A Comprehensive Survey on Kolmogorov Arnold Networks (KAN) Yuntian Hou Di zhang AI4CE 122 32 0 13 Jul 2024
Convolutional Kolmogorov-Arnold Networks Alexander Dylan Bodner Antonio Santiago Tepsich Jack Natan Spolski Santiago Pourteau 111 72 0 19 Jun 2024
KAN: Kolmogorov-Arnold Networks Ziming Liu Yixuan Wang Sachin Vaidya Fabian Ruehle James Halverson Marin Soljacic Thomas Y. Hou Max Tegmark 322 599 0 30 Apr 2024