Kolmogorov-Arnold Networks

Also known as KAN

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Latest papers 116

13 papers in the last four weeks, up 8% on the four weeks before. 0.1% of all new papers.

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  1. Gait Recognition with Temporal Kolmogorov-Arnold Networks

    Apr 11, 2026Mohammed Asad, Dinesh Kumar VishwakarmaGait RecognitionKolmogorov-Arnold Networks

    Multi-Modal Data Analytics Lab, Department of Information Technology, Delhi Technological University, Delhi, 110042, India

  2. Small-scale photonic Kolmogorov-Arnold networks using standard telecom nonlinear modules

    Apr 9, 2026Luca Nogueira Calçado, Sergei K. Turitsyn, Egor ManuylovichPhotonic ComputingKolmogorov-Arnold Networks

    Aston Institute of Photonic Technologies (AiPT), Aston University, Birmingham, B4 7ET, United Kingdom.

  3. Non-monotonic causal discovery with Kolmogorov-Arnold Fuzzy Cognitive Maps

    Apr 6, 2026Jose L. SalmeronFuzzy LogicNonmonotonic Reasoning

    School of Engineering, CUNEF Universidad, Madrid, Spain

  4. Interpretation of Crystal Energy Landscapes with Kolmogorov-Arnold Networks

    Apr 6, 2026Gen Zu, Ning Mao, Claudia Felser +1Materials Property PredictionInterpretable ML

    Max Planck Institute for Chemical Physics of Solids, 01187, Dresden, Germany · Department of Physics and Astronomy, University of Tennessee, Knoxville, TN 37996, USA · Min H. Kao Department of Electrical Engineering and Computer Science, University of Tennessee, Knoxville, Tennessee 37996, USA

  5. Hardware-Oriented Inference Complexity of Kolmogorov-Arnold Networks

    Apr 3, 2026Bilal Khalid, Pedro Freire, Sergei K. Turitsyn +1Efficient Neural Network InferenceKolmogorov-Arnold Networks

    Aston Institute of Photonic Technologies, Aston University, Birmingham, B4 7ET, UK

  6. Light-ResKAN: A Parameter-Sharing Lightweight KAN with Gram Polynomials for Efficient SAR Image Recognition

    Apr 2, 2026Pan Yi, Weijie Li, Xiaodong Chen +3Kolmogorov-Arnold NetworksSynthetic Aperture Radar

    The authors are with the College of Electronic Science and Technology, National University of Defense Technology, Changsha, 410073, China.

  7. FI-KAN: Fractal Interpolation Kolmogorov-Arnold Networks

    Mar 30, 2026Gnankan Landry Regis N'guessanKolmogorov-Arnold NetworksNeural Network Approximation Theory

    Axiom Research Group · Dept. of Applied Mathematics and Computational Science, NM-AIST, Arusha, Tanzania · AIMS Research and Innovation Centre, Kigali, Rwanda

  8. Nonlinear Factor Decomposition via Kolmogorov-Arnold Networks: A Spectral Approach to Asset Return Analysis

    Mar 30, 2026David BreazuDimensionality ReductionPrincipal Component Analysis

    Faculty of Mathematics and Computer Science, University of Bucharest, Bucharest, Romania

  9. Symbolic--KAN: Kolmogorov-Arnold Networks with Discrete Symbolic Structure for Interpretable Learning

    Mar 25, 2026Salah A Faroughi, Farinaz Mostajeran, Amirhossein Arzani +1Interpretable MLScientific ML

    Energy & Intelligence Lab, Department of Chemical Engineering, University of Utah, Salt Lake City, Utah, 84112, USA · Department of Mechanical Engineering, University of Utah, Salt Lake City, Utah, 84112, USA · Scientific Computing and Imaging Institute, University of Utah, Salt Lake City, Utah, 84112, USA +2

  10. myMNIST: Benchmark of PETNN, KAN, and Classical Deep Learning Models for Burmese Handwritten Digit Recognition

    Mar 19, 2026Ye Kyaw Thu, Thazin Myint Oo, Thepchai SupnithiOptical Character RecognitionKolmogorov-Arnold Networks

    National Electronics and Computer Technology Center (NECTEC), Pathumthani, Thailand · Language Understanding Lab., Yangon, Myanmar

  11. SINDy-KANs: Sparse identification of non-linear dynamics through Kolmogorov-Arnold networks

    Mar 19, 2026Amanda A. Howard, Nicholas Zolman, Bruno Jacob +2Nonlinear System IdentificationSparse Identification of Nonlinear Dynamics

    Pacific Northwest National Laboratory, Richland, WA 99354 · University of Washington, Seattle, WA 98195

  12. KANtize: Exploring Low-bit Quantization of Kolmogorov-Arnold Networks for Efficient Inference

    Mar 18, 2026Sohaib Errabii, Olivier Sentieys, Marcello TraiolaLow-Bit QuantizationEfficient Neural Network Inference

    Univ Rennes, Inria, CNRS, IRISA, Rennes, France

  13. A Kolmogorov-Arnold Surrogate Model for Chemical Equilibria: Application to Solid Solutions

    Mar 16, 2026Leonardo Boledi, Dirk Bosbach, Jenna PoonoosamyNeural Surrogate ModelingKolmogorov-Arnold Networks

    Institute of Fusion Energy and Nuclear Waste Management (IFN-2), Forschungszentrum Jülich GmbH

  14. In-Context Symbolic Regression for Robustness-Improved Kolmogorov-Arnold Networks

    Mar 16, 2026Francesco Sovrano, Lidia Losavio, Giulia Vilone +1Symbolic RegressionKolmogorov-Arnold Networks

    University of Italian-Speaking Switzerland (USI) · Analog Devices International

  15. PAKAN: Pixel Adaptive Kolmogorov-Arnold Network Modules for Pansharpening

    Mar 16, 2026Haoyu Zhang, Haojing Chen, Zhen Zhong +1Kolmogorov-Arnold NetworksMulti-Source Image Fusion

    University of Electronic Science and Technology of China

  16. DualFlexKAN: Dual-stage Kolmogorov-Arnold Networks with Independent Function Control

    Mar 9, 2026Andrés Ortiz, Nicolás J. Gallego-Molina, Carmen Jiménez-Mesa +2Kolmogorov-Arnold NetworksNeural Network Approximation Theory

    Department of Communications Engineering University of Malaga Malaga, Spain · DaSCI Andalusian Institute of Data Science and Computational Intelligence University of Granada Granada, Spain · Department of signal Theory, Communications and Telematics University of Granada Granada, Spain

  17. Demystifying KAN for Vision Tasks: The RepKAN Approach

    Mar 6, 2026Minjong CheonExplainable Image ClassificationRemote Sensing Image Understanding

    Sejong University Computer Science and Engineering Seoul

  18. Multilevel Training for Kolmogorov Arnold Networks

    Mar 5, 2026Ben S. Southworth, Jonas A. Actor, Graham Harper +1Kolmogorov-Arnold NetworksNeural Network Optimization

    Theoretical Division, Los Alamos National Laboratory, USA. · Center for Computing Research, Sandia National Laboratories, USA.

  19. Physics-Informed Machine Learning for Vessel Shaft Power and Fuel Consumption Prediction: Interpretable KAN-based Approach

    Feb 25, 2026Hamza Haruna Mohammed, Dusica Marijan, Arnbjørn MaressaPhysics-Informed MLKolmogorov-Arnold Networks

    Simula Research Laboratory, Oslo, Norway · Navtor AS, Egersund, Norway

  20. Weak-Form Evolutionary Kolmogorov-Arnold Networks for Solving Partial Differential Equations

    Feb 19, 2026Bongseok Kim, Jiahao Zhang, Guang LinNeural PDE SolversPDE Solving

  21. Inelastic Constitutive Kolmogorov-Arnold Networks: A generalized framework for automated discovery of interpretable inelastic material models

    Feb 19, 2026Chenyi Ji, Kian P. Abdolazizi, Hagen Holthusen +2Materials ScienceNeural Network Interpretability

    Computational Mechanics in Medicine, Applied Medical Engineering, RWTH Aachen University Pauwelsstraße 20, 52074 Aachen, Germany · Institute for Continuum and Material Mechanics, Hamburg University of Technology Eißendorfer Straße 42, 21073 Hamburg, Germany · Institute of Applied Mechanics, University of Erlangen-Nuremberg Egerlandstrasse 5, 91058 Erlangen, Germany +1

  22. FEKAN: Feature-Enriched Kolmogorov-Arnold Networks

    Feb 18, 2026Sidharth S. Menon, Ameya D. JagtapKolmogorov-Arnold NetworksNeural Network Approximation Theory

    Aerospace Engineering Department, Worcester Polytechnic Institute, Worcester, MA 01609, USA.

  23. A Graph Meta-Network for Learning on Kolmogorov-Arnold Networks

    Feb 18, 2026Guy Bar-Shalom, Ami Tavory, Itay Evron +3Kolmogorov-Arnold NetworksEquivariant Neural Networks

    Technion, Meta · Meta · Meta, Ben-Gurion University of the Negev +1

  24. Physical Analogue Kolmogorov-Arnold Networks based on Reconfigurable Nonlinear-Processing Units

    Feb 7, 2026Manuel Escudero, Mohamadreza Zolfagharinejad, Sjoerd van den Belt +2Efficient Neural Network InferenceKolmogorov-Arnold Networks

    1NanoElectronics Group, MESA+ Institute and BRAINS Center for Brain-Inspired Computing, University of Twente, P.O. Box 217, Enschede,2026 7500 AE, The Netherlands. · 2CAESUniversity GroupofandTwente,BRAINSEnschede,Center 7500for Brain-InspiredAE, The Netherlands.Computing · Institute of Physics, University of Münster, Münster, 48149 Germany.

  25. Clifford Kolmogorov-Arnold Networks

    Feb 5, 2026Matthias Wolff, Francesco Alesiani, Christof Duhme +1Kolmogorov-Arnold NetworksNeural Network Approximation Theory

    Data Science Div. NEC Labs Europe Heidelberg, Germany

  26. QuantKAN: A Unified Quantization Framework for Kolmogorov Arnold Networks

    Nov 24, 2025Kazi Ahmed Asif Fuad, Lizhong ChenQuantization-Aware TrainingKolmogorov-Arnold Networks

    Department of EECS · Oregon State University · Corvallis, OR 97331

  27. KAN vs LSTM Performance in Time Series Forecasting

    Nov 23, 2025Tabish Ali Rather, S M Mahmudul Hasan Joy, Nadezda Sukhorukova +1Time Series ForecastingNon-Stationary Time Series Forecasting

    Department of Mathematics, Swinburne University of Technology, Hawthorn, 3122, Victoria, Australia.

  28. Quantum Variational Activation Functions Empower Kolmogorov-Arnold Networks

    Sep 17, 2025Jiun-Cheng Jiang, Morris Yu-Chao Huang, Tianlong Chen +1Quantum Machine LearningQuantum-Inspired ML

    Department of Physics and Center for Theoretical Physics, National Taiwan University, Taipei 106319, Taiwan · Physics Division, National Center for Theoretical Sciences, National Taiwan University, Taipei 106319, Taiwan · Department of Computer Science, University of North Carolina at Chapel Hill, NC 27514, USA +1