KAGNNs: Kolmogorov-Arnold Networks meet Graph Learning

26 June 2024

Roman Bresson

Giannis Nikolentzos

G. Panagopoulos

Michail Chatzianastasis

Jun Pang

Michalis Vazirgiannis

ArXiv PDF HTML

Papers citing "KAGNNs: Kolmogorov-Arnold Networks meet Graph Learning"

27 / 27 papers shown

Title
Graph Kolmogorov-Arnold Networks for Multi-Cancer Classification and Biomarker Identification, An Interpretable Multi-Omics Approach F. Alharbi Nishant Budhiraja Aleksandar Vakanski Boyu Zhang Murtada K. Elbashir Hrshith Gudur Mohanad Mohammed 32 0 0 29 Mar 2025
KAC: Kolmogorov-Arnold Classifier for Continual Learning Yusong Hu Zichen Liang Fei Yang Qibin Hou Xialei Liu Ming-Ming Cheng CLL 46 0 0 27 Mar 2025
HyperKAN: Hypergraph Representation Learning with Kolmogorov-Arnold Networks Xiangfei Fang Boying Wang Chengying Huan Shaonan Ma Heng Zhang Chen Zhao 53 0 0 16 Mar 2025
NukesFormers: Unpaired Hyperspectral Image Generation with Non-Uniform Domain Alignment Jiaojiao Li Shiyao Duan Haitao XU Rui Song 31 0 0 10 Mar 2025
AF-KAN: Activation Function-Based Kolmogorov-Arnold Networks for Efficient Representation Learning Hoang-Thang Ta Anh Tran 52 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 38 1 0 23 Jan 2025
Exploring Kolmogorov-Arnold Networks for Interpretable Time Series Classification Irina Barašin Blaž Bertalanič M. Mohorčič Carolina Fortuna AI4TS 82 2 0 22 Nov 2024
Can KAN Work? Exploring the Potential of Kolmogorov-Arnold Networks in Computer Vision Yueyang Cang Yu hang liu Li Shi 21 0 0 11 Nov 2024
A Survey on Kolmogorov-Arnold Network Shriyank Somvanshi Syed Aaqib Javed Md Monzurul Islam Diwas Pandit Subasish Das AI4TS AI4CE 34 18 0 09 Nov 2024
LSS-SKAN: Efficient Kolmogorov-Arnold Networks based on Single-Parameterized Function Zhijie Chen Xinglin Zhang 21 5 0 19 Oct 2024
PointNet with KAN versus PointNet with MLP for 3D Classification and Segmentation of Point Sets Ali Kashefi 3DPC 19 6 0 14 Oct 2024
Generalization Bounds and Model Complexity for Kolmogorov-Arnold Networks Xianyang Zhang Huijuan Zhou 23 1 0 10 Oct 2024
On the expressiveness and spectral bias of KANs Yixuan Wang Jonathan W. Siegel Ziming Liu Thomas Y. Hou 22 9 0 02 Oct 2024
TransUKAN:Computing-Efficient Hybrid KAN-Transformer for Enhanced Medical Image Segmentation Yanlin Wu Tao Li Zhihong Wang Hong Kang Along He ViT MedIm 24 1 0 23 Sep 2024
KAN-HyperpointNet for Point Cloud Sequence-Based 3D Human Action Recognition Zhaoyu Chen Xing Li Qian Huang Qiang Geng Tianjin Yang Shihao Han 3DPC 3DH 24 0 0 14 Sep 2024
Addressing common misinterpretations of KART and UAT in neural network literature Vugar Ismailov HAI 49 1 0 29 Aug 2024
KAN 2.0: Kolmogorov-Arnold Networks Meet Science Ziming Liu Pingchuan Ma Yixuan Wang Wojciech Matusik Max Tegmark 29 60 0 19 Aug 2024
Activation Space Selectable Kolmogorov-Arnold Networks Zhuoqin Yang Jiansong Zhang Xiaoling Luo Zheng Lu Linlin Shen 21 6 0 15 Aug 2024
KAN versus MLP on Irregular or Noisy Functions Chen Zeng Jiahui Wang Haoran Shen Qiao Wang 21 6 0 15 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 23 3 0 05 Aug 2024
Rethinking the Function of Neurons in KANs Mohammed Ghaith Altarabichi 26 6 0 30 Jul 2024
COEFF-KANs: A Paradigm to Address the Electrolyte Field with KANs Xinhe Li Zhuoying Feng Yezeng Chen Weichen Dai Zixu He Yi Zhou Shuhong Jiao 23 8 0 24 Jul 2024
Reduced Effectiveness of Kolmogorov-Arnold Networks on Functions with Noise Haoran Shen Chen Zeng Jiahui Wang Qiao Wang 23 11 0 20 Jul 2024
HyperKAN: Kolmogorov-Arnold Networks make Hyperspectral Image Classificators Smarter V. Lobanov N. Firsov Evgeny Myasnikov Roman Khabibullin A. Nikonorov 41 8 0 07 Jul 2024
Kolmogorov-Arnold Network for Satellite Image Classification in Remote Sensing Minjong Cheon 31 42 0 02 Jun 2024
MLPInit: Embarrassingly Simple GNN Training Acceleration with MLP Initialization Xiaotian Han Tong Zhao Yozen Liu Xia Hu Neil Shah GNN 23 27 0 30 Sep 2022
Orthogonal Graph Neural Networks Kai Guo Kaixiong Zhou Xia Hu Yu Li Yi Chang Xin Wang 33 31 0 23 Sep 2021