KAN: Kolmogorov-Arnold Networks

30 April 2024

Papers citing "KAN: Kolmogorov-Arnold Networks"

50 / 205 papers shown

Title
Exploring the Limitations of Kolmogorov-Arnold Networks in Classification: Insights to Software Training and Hardware Implementation Van Duy Tran Tran Xuan Hieu Le Thi Diem Tran H. Pham V. Le Tuan Hai Vu Van Tinh Nguyen Y. Nakashima 27 15 0 25 Jul 2024
Adaptive Training of Grid-Dependent Physics-Informed Kolmogorov-Arnold Networks Spyros Rigas M. Papachristou Theofilos Papadopoulos Fotios Anagnostopoulos Georgios Alexandridis AI4CE 34 21 0 24 Jul 2024
Image Classification using Fuzzy Pooling in Convolutional Kolmogorov-Arnold Networks Ayan Igali Pakizar Shamoi 50 3 0 23 Jul 2024
Deep State Space Recurrent Neural Networks for Time Series Forecasting Hugo Inzirillo AI4TS 28 6 0 21 Jul 2024
Reduced Effectiveness of Kolmogorov-Arnold Networks on Functions with Noise Haoran Shen Chen Zeng Jiahui Wang Qiao Wang 46 11 0 20 Jul 2024
Unified-EGformer: Exposure Guided Lightweight Transformer for Mixed-Exposure Image Enhancement Eashan Adhikarla Kai Zhang Rosaura G. VidalMata Manjushree B. Aithal Nikhil Ambha Madhusudhana John Nicholson Lichao Sun Brian D. Davison 45 2 0 18 Jul 2024
SpectralKAN: Kolmogorov-Arnold Network for Hyperspectral Images Change Detection Yanheng Wang Xiaohan Yu Yongsheng Gao J. Sha Jian Wang Lianru Gao Yonggang Zhang Xianhui Rong 31 7 0 01 Jul 2024
Structured and Balanced Multi-component and Multi-layer Neural Networks Shijun Zhang Hongkai Zhao Yimin Zhong Haomin Zhou 37 1 0 30 Jun 2024
Finite basis Kolmogorov-Arnold networks: domain decomposition for data-driven and physics-informed problems Amanda A. Howard Bruno Jacob Sarah H. Murphy Alexander Heinlein P. Stinis AI4CE 41 26 0 28 Jun 2024
Kolmogorov-Arnold Graph Neural Networks Gianluca De Carlo Andrea Mastropietro Aris Anagnostopoulos 25 26 0 26 Jun 2024
KAGNNs: Kolmogorov-Arnold Networks meet Graph Learning Roman Bresson Giannis Nikolentzos G. Panagopoulos Michail Chatzianastasis Jun Pang Michalis Vazirgiannis 72 42 0 26 Jun 2024
SigKAN: Signature-Weighted Kolmogorov-Arnold Networks for Time Series Hugo Inzirillo Remi Genet 29 12 0 25 Jun 2024
KANQAS: Kolmogorov-Arnold Network for Quantum Architecture Search Akash Kundu Aritra Sarkar Abhishek Sadhu 45 29 0 25 Jun 2024
CEST-KAN: Kolmogorov-Arnold Networks for CEST MRI Data Analysis Jiawen Wang Pei Cai Ziyan Wang Huabin Zhang Jianpan Huang 26 7 0 23 Jun 2024
How to Learn More? Exploring Kolmogorov-Arnold Networks for Hyperspectral Image Classification Ali Jamali S. K. Roy Danfeng Hong Bing Lu Pedram Ghamisi 37 25 0 22 Jun 2024
BrowNNe: Brownian Nonlocal Neurons & Activation Functions Sriram Nagaraj Truman Hickok 31 0 0 21 Jun 2024
Demonstrating the Efficacy of Kolmogorov-Arnold Networks in Vision Tasks Minjong Cheon 34 33 0 21 Jun 2024
A Benchmarking Study of Kolmogorov-Arnold Networks on Tabular Data Eleonora Poeta F. Giobergia Eliana Pastor Tania Cerquitelli Elena Baralis 35 21 0 20 Jun 2024
rKAN: Rational Kolmogorov-Arnold Networks Alireza Afzal Aghaei 44 18 0 20 Jun 2024
GraphKAN: Enhancing Feature Extraction with Graph Kolmogorov Arnold Networks Fan Zhang Xin Zhang 38 26 0 19 Jun 2024
BSRBF-KAN: A combination of B-splines and Radial Basis Functions in Kolmogorov-Arnold Networks Hoang-Thang Ta 66 26 0 17 Jun 2024
SCKansformer: Fine-Grained Classification of Bone Marrow Cells via Kansformer Backbone and Hierarchical Attention Mechanisms Yifei Chen Zhu Zhu Shenghao Zhu Linwei Qiu Binfeng Zou ... Feiwei Qin Jin Fan Changmiao Wang Yu Gao Gang Yu MedIm 29 14 0 14 Jun 2024
Suitability of KANs for Computer Vision: A preliminary investigation Basim Azam Naveed Akhtar 23 30 0 13 Jun 2024
Unveiling the Power of Wavelets: A Wavelet-based Kolmogorov-Arnold Network for Hyperspectral Image Classification Seyd Teymoor Seydi 33 25 0 12 Jun 2024
fKAN: Fractional Kolmogorov-Arnold Networks with trainable Jacobi basis functions Alireza Afzal Aghaei 40 47 0 11 Jun 2024
Enhancing Tabular Data Optimization with a Flexible Graph-based Reinforced Exploration Strategy Xiaohan Huang Dongjie Wang Zhiyuan Ning Ziyue Qiao Qingqing Long Haowei Zhu Min Wu Yuanchun Zhou Meng Xiao OffRL 27 5 0 11 Jun 2024
U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation Chenxin Li Xinyu Liu W. J. Li Cheng Wang Hengyu Liu Yifan Liu Zhen Chen Yixuan Yuan MedIm DiffM SSeg 62 117 0 05 Jun 2024
Leveraging KANs For Enhanced Deep Koopman Operator Discovery George Nehma Madhur Tiwari 29 10 0 05 Jun 2024
Kolmogorov-Arnold Networks for Time Series: Bridging Predictive Power and Interpretability Kunpeng Xu Lifei Chen Shengrui Wang AI4TS 24 53 0 04 Jun 2024
A Temporal Kolmogorov-Arnold Transformer for Time Series Forecasting Remi Genet Hugo Inzirillo AI4TS 32 43 0 04 Jun 2024
Kolmogorov-Arnold Network for Satellite Image Classification in Remote Sensing Minjong Cheon 43 43 0 02 Jun 2024
A First Look at Kolmogorov-Arnold Networks in Surrogate-assisted Evolutionary Algorithms Hao Hao Xiaoqun Zhang Bingdong Li Aimin Zhou 35 6 0 26 May 2024
Endowing Interpretability for Neural Cognitive Diagnosis by Efficient Kolmogorov-Arnold Networks Shangshang Yang Linrui Qin Xiaoshan Yu AI4Ed 38 10 0 23 May 2024
RoPINN: Region Optimized Physics-Informed Neural Networks Haixu Wu Huakun Luo Yuezhou Ma Jianmin Wang Mingsheng Long AI4CE 34 7 0 23 May 2024
Wav-KAN: Wavelet Kolmogorov-Arnold Networks Zavareh Bozorgasl Hao Chen 32 96 0 21 May 2024
Smooth Kolmogorov Arnold networks enabling structural knowledge representation Moein E. Samadi Younes Müller Andreas Schuppert 29 18 0 18 May 2024
Kolmogorov-Arnold Networks (KANs) for Time Series Analysis Cristian J. Vaca-Rubio Luis Blanco Roberto Pereira Marius Caus AI4TS 15 97 0 14 May 2024
Predictive Modeling of Flexible EHD Pumps using Kolmogorov-Arnold Networks Yanhong Peng Miao He Fangchao Hu Zebing Mao Xia Huang Jun Ding 33 49 0 13 May 2024
TKAN: Temporal Kolmogorov-Arnold Networks Remi Genet Hugo Inzirillo AI4TS AI4CE 27 67 0 12 May 2024
Chebyshev Polynomial-Based Kolmogorov-Arnold Networks: An Efficient Architecture for Nonlinear Function Approximation SS Sidharth Keerthana AR R. Gokul Anas KP 62 74 0 12 May 2024
ISR: Invertible Symbolic Regression Tony Tohme M. J. Khojasteh Mohsen Sadr Florian Meyer Kamal Youcef-Toumi 51 0 0 10 May 2024
Kolmogorov-Arnold Networks are Radial Basis Function Networks Ziyao Li 54 68 0 10 May 2024
Biology-inspired joint distribution neurons based on Hierarchical Correlation Reconstruction allowing for multidirectional neural networks Jarek Duda 26 1 0 08 May 2024
A Resource Model For Neural Scaling Law Jinyeop Song Ziming Liu Max Tegmark Jeff Gore 96 4 0 07 Feb 2024
Large Language Model Agent for Hyper-Parameter Optimization Siyi Liu Chen Gao Yong Li 46 19 0 02 Feb 2024
A Survey on Statistical Theory of Deep Learning: Approximation, Training Dynamics, and Generative Models Namjoon Suh Guang Cheng MedIm 30 12 0 14 Jan 2024
On the Kolmogorov neural networks Aysu Ismayilova V. Ismailov 33 17 0 31 Oct 2023
KirchhoffNet: A Scalable Ultra Fast Analog Neural Network Zhengqi Gao Fan-Keng Sun Ron Rohrer Duane S. Boning 36 0 0 24 Oct 2023
Multi-level Asymmetric Contrastive Learning for Volumetric Medical Image Segmentation Pre-training Shuang Zeng Lei Zhu Xinliang Zhang Qian Chen Hangzhou He ... Zhaoheng Xie Yanye Lu Qiushi Ren Zhaoheng Xie Yanye Lu 30 0 0 21 Sep 2023
Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small Kevin Wang Alexandre Variengien Arthur Conmy Buck Shlegeris Jacob Steinhardt 212 496 0 01 Nov 2022