Kolmogorov-Arnold Networks (KANs) for Time Series Analysis

14 May 2024

Cristian J. Vaca-Rubio

Papers citing "Kolmogorov-Arnold Networks (KANs) for Time Series Analysis"

50 / 50 papers shown

Title
Personalized Control for Lower Limb Prosthesis Using Kolmogorov-Arnold Networks SeyedMojtaba Mohasel Alireza Afzal Aghaei Corey Pew 23 0 0 14 May 2025
Enhancing Federated Learning with Kolmogorov-Arnold Networks: A Comparative Study Across Diverse Aggregation Strategies Yizhou Ma Zhuoqin Yang Luis-Daniel Ibáñez 43 0 0 12 May 2025
iTFKAN: Interpretable Time Series Forecasting with Kolmogorov-Arnold Network Ziran Liang Rui An Wenqi Fan Yanghui Rao Yuxuan Liang AI4TS 52 0 0 23 Apr 2025
Dynamic 3D KAN Convolution with Adaptive Grid Optimization for Hyperspectral Image Classification Guandong Li M. Ye 35 0 0 21 Apr 2025
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 28 0 0 21 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 52 0 0 08 Apr 2025
Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation Zanting Ye Xiaolong Niu Xuanbin Wu Wenxiang Yi Yuan Chang Lijun Lu 45 0 0 19 Mar 2025
AF-KAN: Activation Function-Based Kolmogorov-Arnold Networks for Efficient Representation Learning Hoang-Thang Ta Anh Tran 60 0 0 08 Mar 2025
Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning Jiuyang Dong Junjun Jiang Kui Jiang Jiahan Li Yongbing Zhang 45 0 0 28 Feb 2025
Boosting the Accuracy of Stock Market Prediction via Multi-Layer Hybrid MTL Structure Yuxi Hong AIFin AI4TS 52 0 0 20 Jan 2025
Exploring Kolmogorov-Arnold Networks for Interpretable Time Series Classification Irina Barašin Blaž Bertalanič M. Mohorčič Carolina Fortuna AI4TS 142 2 0 22 Nov 2024
KAT to KANs: A Review of Kolmogorov-Arnold Networks and the Neural Leap Forward Divesh Basina Joseph Raj Vishal Aarya Choudhary Bharatesh Chakravarthi 31 0 0 15 Nov 2024
Can KAN Work? Exploring the Potential of Kolmogorov-Arnold Networks in Computer Vision Yueyang Cang Yu hang liu Li Shi 37 6 0 11 Nov 2024
SPIKANs: Separable Physics-Informed Kolmogorov-Arnold Networks Bruno Jacob Amanda A. Howard P. Stinis 42 6 0 09 Nov 2024
A Survey on Kolmogorov-Arnold Network Shriyank Somvanshi Syed Aaqib Javed Md Monzurul Islam Diwas Pandit Subasish Das AI4TS AI4CE 45 19 0 09 Nov 2024
LSS-SKAN: Efficient Kolmogorov-Arnold Networks based on Single-Parameterized Function Zhijie Chen Xinglin Zhang 33 5 0 19 Oct 2024
HiPPO-KAN: Efficient KAN Model for Time Series Analysis SangJong Lee Jin-Kwang Kim JunHo Kim TaeHan Kim James Lee AI4TS 28 2 0 19 Oct 2024
Are KAN Effective for Identifying and Tracking Concept Drift in Time Series? Kunpeng Xu Lifei Chen Shengrui Wang AI4TS 36 6 0 13 Oct 2024
Kolmogorov-Arnold Neural Networks for High-Entropy Alloys Design Yagnik Bandyopadhyay Harshil Avlani Houlong L. Zhuang AI4CE 37 2 0 11 Oct 2024
Generalization Bounds and Model Complexity for Kolmogorov-Arnold Networks Xianyang Zhang Huijuan Zhou 32 1 0 10 Oct 2024
MLP-KAN: Unifying Deep Representation and Function Learning Yunhong He Yifeng Xie Zhengqing Yuan Lichao Sun 29 1 0 03 Oct 2024
On the expressiveness and spectral bias of KANs Yixuan Wang Jonathan W. Siegel Ziming Liu Thomas Y. Hou 37 10 0 02 Oct 2024
A Gated Residual Kolmogorov-Arnold Networks for Mixtures of Experts Hugo Inzirillo Remi Genet MoE 35 4 0 23 Sep 2024
KAN v.s. MLP for Offline Reinforcement Learning Haihong Guo Fengxin Li Jiao Li Hongyan Liu OffRL 33 0 0 15 Sep 2024
Effective Integration of KAN for Keyword Spotting Anfeng Xu Biqiao Zhang Shuyu Kong Yiteng Huang Zhaojun Yang Sangeeta Srivastava Ming Sun 34 5 0 13 Sep 2024
CoxKAN: Kolmogorov-Arnold Networks for Interpretable, High-Performance Survival Analysis William Knottenbelt Zeyu Gao Rebecca Wray Woody Zhidong Zhang Jiashuai Liu Mireia Crispin-Ortuzar 36 10 0 06 Sep 2024
On the Robustness of Kolmogorov-Arnold Networks: An Adversarial Perspective Tal Alter Raz Lapid Moshe Sipper AAML 62 6 0 25 Aug 2024
KAN 2.0: Kolmogorov-Arnold Networks Meet Science Ziming Liu Pingchuan Ma Yixuan Wang Wojciech Matusik Max Tegmark 45 61 0 19 Aug 2024
Kolmogorov Arnold Networks in Fraud Detection: Bridging the Gap Between Theory and Practice Yang Lu Felix Zhan 31 1 0 15 Aug 2024
The Dawn of KAN in Image-to-Image (I2I) Translation: Integrating Kolmogorov-Arnold Networks with GANs for Unpaired I2I Translation Arpan Mahara N. Rishe Liangdong Deng VLM GAN 45 2 0 15 Aug 2024
KAN versus MLP on Irregular or Noisy Functions Chen Zeng Jiahui Wang Haoran Shen Qiao Wang 36 6 0 15 Aug 2024
Rethinking the Function of Neurons in KANs Mohammed Ghaith Altarabichi 44 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 55 7 0 29 Jul 2024
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
Reduced Effectiveness of Kolmogorov-Arnold Networks on Functions with Noise Haoran Shen Chen Zeng Jiahui Wang Qiao Wang 46 11 0 20 Jul 2024
DP-KAN: Differentially Private Kolmogorov-Arnold Networks Nikita P. Kalinin Simone Bombari Hossein Zakerinia Christoph H. Lampert 28 1 0 17 Jul 2024
HyperKAN: Kolmogorov-Arnold Networks make Hyperspectral Image Classificators Smarter V. Lobanov N. Firsov Evgeny Myasnikov Roman Khabibullin A. Nikonorov 51 8 0 07 Jul 2024
KAN-ODEs: Kolmogorov-Arnold Network Ordinary Differential Equations for Learning Dynamical Systems and Hidden Physics Benjamin C. Koenig Suyong Kim Sili Deng 37 44 0 05 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
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
rKAN: Rational Kolmogorov-Arnold Networks Alireza Afzal Aghaei 44 18 0 20 Jun 2024
Suitability of KANs for Computer Vision: A preliminary investigation Basim Azam Naveed Akhtar 23 30 0 13 Jun 2024
A comprehensive and FAIR comparison between MLP and KAN representations for differential equations and operator networks K. Shukla Juan Diego Toscano Zhicheng Wang Zongren Zou George Karniadakis 51 74 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 38 6 0 26 May 2024