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Kolmogorov-Arnold Graph Neural Networks

26 June 2024

Papers citing "Kolmogorov-Arnold Graph Neural Networks"

32 / 32 papers shown

Title
KAC: Kolmogorov-Arnold Classifier for Continual Learning Yusong Hu Zichen Liang Fei Yang Qibin Hou Xialei Liu Ming-Ming Cheng CLL 107 1 0 27 Mar 2025
On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning Alvaro Arroyo Alessio Gravina Benjamin Gutteridge Federico Barbero Claudio Gallicchio Xiaowen Dong Michael M. Bronstein P. Vandergheynst 119 13 0 15 Feb 2025
On the study of frequency control and spectral bias in Wavelet-Based Kolmogorov Arnold networks: A path to physics-informed KANs Juan Daniel Meshir Abel Palafox Edgar Alejandro Guerrero 114 4 0 01 Feb 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 163 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 103 25 0 09 Nov 2024
On the expressiveness and spectral bias of KANs Yixuan Wang Jonathan W. Siegel Ziming Liu Thomas Y. Hou 96 13 0 02 Oct 2024
Kolmogorov-Arnold Transformer Xingyi Yang Xinchao Wang 77 20 0 16 Sep 2024
KAGNNs: Kolmogorov-Arnold Networks meet Graph Learning Roman Bresson Giannis Nikolentzos G. Panagopoulos Michail Chatzianastasis Jun Pang Michalis Vazirgiannis 119 51 0 26 Jun 2024
GraphKAN: Enhancing Feature Extraction with Graph Kolmogorov Arnold Networks Fan Zhang Xin Zhang 92 30 0 19 Jun 2024
GKAN: Graph Kolmogorov-Arnold Networks Mehrdad Kiamari Mohammad Kiamari Bhaskar Krishnamachari 81 44 0 10 Jun 2024
TKAN: Temporal Kolmogorov-Arnold Networks Remi Genet Hugo Inzirillo AI4TS AI4CE 70 77 0 12 May 2024
Kolmogorov-Arnold Networks are Radial Basis Function Networks Ziyao Li 103 79 0 10 May 2024
KAN: Kolmogorov-Arnold Networks Ziming Liu Yixuan Wang Sachin Vaidya Fabian Ruehle James Halverson Marin Soljacic Thomas Y. Hou Max Tegmark 242 563 0 30 Apr 2024
A Survey on Oversmoothing in Graph Neural Networks T. Konstantin Rusch Michael M. Bronstein Siddhartha Mishra 87 212 0 20 Mar 2023
Everything is Connected: Graph Neural Networks Petar Velickovic GNN AI4CE 71 187 0 19 Jan 2023
Dirichlet Energy Constrained Learning for Deep Graph Neural Networks Kaixiong Zhou Xiao Shi Huang Daochen Zha Rui Chen Li Li Soo-Hyun Choi Xia Hu GNN AI4CE 72 117 0 06 Jul 2021
How Attentive are Graph Attention Networks? Shaked Brody Uri Alon Eran Yahav GNN 119 1,084 0 30 May 2021
GraphSVX: Shapley Value Explanations for Graph Neural Networks Alexandre Duval Fragkiskos D. Malliaros FAtt 62 90 0 18 Apr 2021
A Survey on the Explainability of Supervised Machine Learning Nadia Burkart Marco F. Huber FaML XAI 53 774 0 16 Nov 2020
Simple and Deep Graph Convolutional Networks Ming Chen Zhewei Wei Zengfeng Huang Bolin Ding Yaliang Li GNN 121 1,486 0 04 Jul 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 520 42,559 0 03 Dec 2019
DeepGCNs: Can GCNs Go as Deep as CNNs? Ge Li Matthias Muller Ali K. Thabet Guohao Li 3DPC GNN 130 1,350 0 07 Apr 2019
Fast Graph Representation Learning with PyTorch Geometric Matthias Fey J. E. Lenssen 3DH GNN 3DPC 232 4,341 0 06 Mar 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 780 8,554 0 03 Jan 2019
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 243 7,681 0 01 Oct 2018
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 479 20,225 0 30 Oct 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 728 132,199 0 12 Jun 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 509 15,300 0 07 Jun 2017
Neural Message Passing for Quantum Chemistry Justin Gilmer S. Schoenholz Patrick F. Riley Oriol Vinyals George E. Dahl 596 7,485 0 04 Apr 2017
Interaction Networks for Learning about Objects, Relations and Physics Peter W. Battaglia Razvan Pascanu Matthew Lai Danilo Jimenez Rezende Koray Kavukcuoglu AI4CE OCL PINN GNN 543 1,412 0 01 Dec 2016
Variational Graph Auto-Encoders Thomas Kipf Max Welling GNN BDL SSL CML 151 3,591 0 21 Nov 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 644 29,076 0 09 Sep 2016