Kolmogorov-Arnold Graph Neural Networks

26 June 2024

Papers citing "Kolmogorov-Arnold Graph Neural Networks"

18 / 18 papers shown

Title
Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning Amirhossein Mollaali Christian Moya Amanda A. Howard Alexander Heinlein P. Stinis Guang Lin 26 0 0 21 Apr 2025
MLPs and KANs for data-driven learning in physical problems: A performance comparison Raghav Pant Sikan Li Xingjian Li Hassan Iqbal Krishna Kumar AI4CE 43 0 0 15 Apr 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 47 0 0 08 Apr 2025
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 37 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 55 0 0 16 Mar 2025
AF-KAN: Activation Function-Based Kolmogorov-Arnold Networks for Efficient Representation Learning Hoang-Thang Ta Anh Tran 57 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 44 1 0 23 Jan 2025
A Survey on Kolmogorov-Arnold Network Shriyank Somvanshi Syed Aaqib Javed Md Monzurul Islam Diwas Pandit Subasish Das AI4TS AI4CE 37 18 0 09 Nov 2024
LSS-SKAN: Efficient Kolmogorov-Arnold Networks based on Single-Parameterized Function Zhijie Chen Xinglin Zhang 26 5 0 19 Oct 2024
PointNet with KAN versus PointNet with MLP for 3D Classification and Segmentation of Point Sets Ali Kashefi 3DPC 27 6 0 14 Oct 2024
Generalization Bounds and Model Complexity for Kolmogorov-Arnold Networks Xianyang Zhang Huijuan Zhou 28 1 0 10 Oct 2024
On the expressiveness and spectral bias of KANs Yixuan Wang Jonathan W. Siegel Ziming Liu Thomas Y. Hou 30 9 0 02 Oct 2024
KAN 2.0: Kolmogorov-Arnold Networks Meet Science Ziming Liu Pingchuan Ma Yixuan Wang Wojciech Matusik Max Tegmark 37 60 0 19 Aug 2024
Bayesian Kolmogorov Arnold Networks (Bayesian_KANs): A Probabilistic Approach to Enhance Accuracy and Interpretability Masoud Muhammed Hassan 30 2 0 05 Aug 2024
Rethinking the Function of Neurons in KANs Mohammed Ghaith Altarabichi 34 6 0 30 Jul 2024
F-KANs: Federated Kolmogorov-Arnold Networks E. Zeydan Cristian J. Vaca-Rubio Luis Blanco Roberto Pereira Marius Caus Abdullah Aydeger 41 6 0 29 Jul 2024
KAGNNs: Kolmogorov-Arnold Networks meet Graph Learning Roman Bresson Giannis Nikolentzos G. Panagopoulos Michail Chatzianastasis Jun Pang Michalis Vazirgiannis 58 42 0 26 Jun 2024