Koopman Operator Learning

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6 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

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  1. Koopman Observers for Diffusion Acceleration: Correcting Feature Forecasts with Shallow Measurements

    Oct 7, 2026Hanru Bai, Yuanchao Xu, Fengyi LiDiffusion Model Inference AccelerationDiffusion Model Caching

    ETH Zurich · Max Planck Institute for Intelligent Systems · Kyoto University +1

  2. DisKO: Deep Koopman Learning in Distribution Space from Unpaired Snapshots

    Sep 28, 2026He Ma, Xiaochen Liu, Wanfeng Lu +3Koopman Operator LearningLatent Dynamics Modeling

    School of Mathematical Sciences, Fudan University, China. · Research Institute of Intelligent Complex Systems, Fudan University, China. · Shanghai Center for Mathematical Sciences, Fudan University, China. +2

  3. KoopCell: Koopman-Based Generative Model for Learning Single-Cell Dynamics from Distribution Snapshots

    Sep 27, 2026Wanfeng Lu, Yutong Zhang, Keyi Zhou +3Koopman Operator LearningLatent Dynamics Modeling

    School of Mathematical Sciences, SCMS, SCAM, and CCSB, Fudan University, China · Research Institute of Intelligent Complex Systems, Fudan University, China · State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science, Fudan University, China +1

  4. Prediction Limits and Koopman Closure of Geometry-Induced Soft State Abstractions

    Sep 26, 2026Mohit Kumar, Somayeh KargaranKoopman Operator LearningState Abstraction

    Software Competence Center Hagenberg, Hagenberg, Upper Austria, Austria

  5. Functional dynamic mode decomposition: Learning infinite-dimensional systems from data

    Sep 24, 2026Stefan Klus, Eirini IoannouKoopman Operator LearningDynamic Mode Decomposition

    School of Mathematical & Computer Sciences, Heriot–Watt University, Edinburgh, UK · Maxwell Institute for Mathematical Sciences, University of Edinburgh and Heriot–Watt University, Edinburgh, UK

  6. Principled Koopman Representations with Kalman Inference for Efficient Time-Series Prediction

    Sep 15, 2026Ruiquan Li, Yuheng BuKoopman Operator LearningTime Series Forecasting

    Department of Computer Science, UC Santa Barbara

  7. Port-Hamiltonian Koopman Operator Synthesis for Mechanical Systems

    Sep 15, 2026Rajpal Singh, Aditya Singh, Jishnu KeshavanRobot Dynamics IdentificationKoopman Operator Learning

    Department of Mechanical Engineering, Indian Institute of Science, Bangalore, Karnataka 560012, India

  8. Data-driven Koopman mode approximation: A neural power iteration algorithm

    Aug 27, 2026Guillaume O. Berger, Raphaël M. JungersKoopman Operator LearningSpectral Methods

    ICTEAM, UCLouvain, Louvain-la-Neuve, Belgium

  9. End-to-End Neural Decomposition with Koopman Operators for Time-Series Forecasting

    Aug 9, 2026De-Yan Lu, Xugang Lu, Yu Tsao +1Koopman Operator LearningTime Series Forecasting

    Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan · National Institute of Information and Communications Technology, Kyoto, Japan · Research Center for Information Technology Innovation, Academic Sinica, Taipei, Taiwan

  10. Dynamics-aware identification of governing equations from sparse and noisy data

    Jul 31, 2026Pongpisit Thanasutives, Yoshinobu KawaharaKoopman Operator LearningSparse Identification of Nonlinear Dynamics

    Center for Advanced Intelligence Project (AIP), RIKEN, Osaka, Japan · 2Graduate School of Information Science and Technology, The University of Osaka, Osaka, Japan

  11. MetaKoopman: Bayesian Meta-Learning of Koopman Operators for Modeling Structured Dynamics under Distribution Shifts

    Jul 28, 2026Mahmoud Selim, Sriharsha Bhat, Karl H. JohanssonUncertainty QuantificationKoopman Operator Learning

    TRATON · KTH Royal Institute of Technology

  12. Learning Ergodic Dynamical Systems from a Finite Trajectory

    Jul 24, 2026Oleksii Kachaiev, Silvia Villa, Lorenzo RosascoKoopman Operator LearningMarkov Models

    MaLGa center, DIMA, Università degli Studi di Genova, Genoa, Italy · Istituto Italiano di Tecnologia, Genoa, Italy · MaLGa center, DIBRIS, Università degli Studi di Genova, Genoa, Italy

  13. Koopman Dreamer: Spectrally Constrained Latent Dynamics for Stable World-Model Imagination

    Jul 22, 2026Jiaqi Li, Xinglong Zhang, Haibin Xie +3Koopman Operator LearningLatent Dynamics Modeling

    College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China

  14. Koopman DCM: Unstable Eigenfunctions as Data-driven Representations for Legged Balancing

    Jul 21, 2026Stéphane CaronLegged RoboticsKoopman Operator Learning

    Institute for Intelligent Systems and Robotics CNRS and Sorbonne University, Paris, France

  15. fSRD: Fuzzy Spectral Region Decomposition -- Automated Multi Operator Koopman Representations via an Adaptive Spectral Learning Architecture

    Jul 20, 2026Charles Bokor, Mark Cary, Denise Morrey +1Koopman Operator LearningNonlinear System Identification

    School of Engineering, Computing and Mathematics Oxford Brookes University Oxford OX33 1HX, UK · Department of Aeronautical and Automotive Engineering Loughborough University Loughborough LE11 3TU, UK

  16. Cluster-Weighted EDMD

    Jul 14, 2026Lorenzo Tomaz, Judd Rosenblatt, Flavio Kicis +2Koopman Operator LearningLatent Dynamics Modeling

    AE Studio

  17. SKooP: Symmetric Koopman Predictions for Faster and More Generalizable Legged Robot Locomotion with Reinforcement Learning

    Jul 13, 2026Evelyn D'Elia, Weishu Zhan, Giulio Turrisi +5Reinforcement LearningKoopman Operator Learning

    Machine Learning and Optimisation, University of Manchester, M13 9PL Manchester, U.K. · Dynamic Legged Systems Lab, IIT, 16163 Genoa, Italy · Generative Bionics S.R.L, 16163 Genoa, Italy +3

  18. Federated Low-Rank Koopman Learning for Multivariate Time-Series Anomaly Detection in IoT Systems

    Jul 9, 2026Tung-Anh Nguyen, Van-Phuc Bui, Anh Tuyen Le +4Koopman Operator LearningEdge ML

    Faculty of Engineering and IT, University of Technology Sydney, Ultimo, NSW, 2007, Australia · Faculty of Information Technology, FPT University, Vietnam · School of Electrical and Electronic Engineering, Hanoi University of Science and Technology, Vietnam

  19. Quantum simulation of real-world nonlinear dynamics via Koopman method

    Jul 8, 2026Baoyang Zhang, Dong An, Zhaoyuan Meng +4Dynamical SystemsKoopman Operator Learning

    State Key Laboratory for Turbulence and Complex Systems, School of Mechanics and Engineering Science, Peking University, Beijing 100871, China · Beijing International Center for Mathematical Research, Peking University, Beijing 100871, China · Institute of Mechanics, State Key Laboratory of Nonlinear Mechanics, Chinese Academy of Sciences, Beijing 100190, China +2

  20. Koopman operator theory: fundamentals, control, and applications

    Jul 2, 2026Igor Mezić, Jorge Cortés, Karl Worthmann +2Surrogate ModelingKoopman Operator Learning

    Department of Mechanical Engineering, University of California, Santa Barbara, USA · Department of Mechanical and Aerospace Engineering, University of California, San Diego, USA · Optimization-based Control Group, TU Ilmenau, Germany +2

  21. Data-Driven Modeling and Control for Tethered Space Systems with Koopman-Informed Graphs

    Jun 29, 2026Ao Jin, Yifeng Ma, Panfeng Huang +1Dynamical SystemsKoopman Operator Learning

    Research Center for Intelligent Robotics, School of Astronautics, Northwestern Polytechnical University, Xi’an 710072, China · Department of Mechanical and Automation Engineering, The Chinese University Hong Kong, 999077, China

  22. Residual-Guided Dictionary Learning for Spectrally Accurate Koopman Approximation

    Jun 27, 2026George Coote, Matthew J. ColbrookSpectral RegularizationKoopman Operator Learning

    Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Wilberforce Road, CB3 0WA, United Kingdom

  23. Learning the Koopman Operator using Attention Free Transformers

    Jun 22, 2026Mohammed Nagdi, Evangelos-Marios Nikolados, Alexey Yermakov +3Long-Term Time Series ForecastingKoopman Operator Learning

    Institute for Bioengineering, School of Engineering and Centre for Engineering Biology, University of Edinburgh, Edinburgh, United Kingdom · Electrical and Computer Engineering and Applied Mathematics, University of Washington, Seattle, WA, USA · Electrical and Computer Engineering and Computer Science & Engineering, University of Washington, Seattle, WA, USA

  24. Covariance-Regulated Recursive Koopman Learning for Nonlinear Systems with Uncertain Time-Varying Dynamics

    Jun 13, 2026Weibin Gu, Chen Yang, Lu Shi +1Online System IdentificationRecursive Least Squares

    1Tsinghua University, PR China · 2China University of Petroleum-Beijing at Karamay, PR China · 3Xinchen Qihang Inc., PR China

  25. Deep Spectral Learning of Embedded Latent Transfer Operators for Stochastic Dynamical Systems

    Jun 12, 2026Ryogo Tanaka, Yoshinobu KawaharaDynamical SystemsStochastic Linear Dynamical Systems

    Graduate School of Information Science and Technology, The University of Osaka, Osaka, Japan · Center for Advanced Intelligence Project, RIKEN, Tokyo, Japan

  26. KFTD: Koopman-Fourier Time-Differentiable Network for Continuous Ocean Spatiotemporal Forecasting

    Jun 6, 2026Qinghui Chen, Zekai Zhang, Hailong Liu +2Koopman Operator LearningPhysics-Informed ML

    Shandong University School of Control Science and Engineering Jinan, China · Laoshan Laboratory Qingdao, China · Chinese Academy of sciences Institute of Atmospheric Physics Beijing, China +1

  27. Deep Embedded Multiplicative DMD for Algebra-Preserving Koopman Learning

    Jun 3, 2026Kelan Gray, Finlay Brown, Nicolas Boullé +1Koopman Operator LearningLatent Dynamics Modeling

    Department of Mathematics, Imperial College London, London, SW7 2AZ, UK. · Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, CB3 0WA, UK.

  28. AdaKoop: Efficient Modeling of Nonlinear Dynamics from Nonstationary Data Streams with Koopman Operator Regression

    Jun 3, 2026Naoki Chihara, Ren Fujiwara, Yasuko Matsubara +1Koopman Operator LearningNonlinear System Identification

    SANKEN, The University of Osaka Osaka, Japan

  29. Flow map learning in nonlinear vector autoregressive models: influence of the feature-library structure on the training error

    May 29, 2026Markus GrossKoopman Operator LearningNonlinear System Identification

    Institute for AI Safety and Security, German Aerospace Center (DLR), Sankt Augustin and Ulm, Germany

  30. Robust Koopman Control Barrier Filters for Safe Actor-Critic Reinforcement Learning

    May 26, 2026Dhruv S. Kushwaha, Zoleikha A. BironKoopman Operator LearningControl Barrier Functions