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44 papers in the last four weeks, up 159% on the four weeks before. 0.4% of all new papers.

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  1. Symmetric Linear Dynamical Systems are Learnable from Few Observations

    Dec 5, 2025Minh Vu, Andrey Y. Lokhov, Marc VuffrayDynamical SystemsParameter Estimation

    Theoretical Division, Los Alamos National Laboratory, Los Alamos, NM 87545, USA

  2. When is a System Discoverable from Data? Discovery Requires Chaos

    Nov 12, 2025Zakhar Shumaylov, Peter Zaika, Philipp Scholl +3Dynamical SystemsNonlinear System Identification

    University of Cambridge · LMU Munich and Munich Center for Machine Learning (MCML) · IBM Research

  3. Nonlinear Dynamics In Optimization Landscape of Shallow Neural Networks with Tunable Leaky ReLU

    Oct 29, 2025Jingzhou LiuShallow Neural NetworksDynamical Systems

  4. Simulation-free Structure Learning for Stochastic Population Dynamics

    Oct 18, 2025Noah El Rimawi-Fine, Adam Stecklov, Lucas Nelson +4Dynamical SystemsCausal Structure Learning

    McGill University · Mila – Quebec AI Institute · AITHYRA +5

  5. Neural non-canonical Hamiltonian dynamics for long-time simulations

    Oct 2, 2025Clémentine Courtès, Emmanuel Franck, Michael Kraus +2Dynamical SystemsNonlinear System Identification

    IRMA, MACARON · Institut de Recherche Mathématique Avancée, UMR 7501 Université de Strasbourg et CNRS, 7 rue René Descartes 672000 Strasbourg, France. · INRIA Nancy-Grand Est, MACARON Project, Strasbourg, France. +5

  6. Data-efficient Kernel Methods for Learning Hamiltonian Systems

    Sep 21, 2025Yasamin Jalalian, Mostafa Samir, Boumediene Hamzi +2Dynamical SystemsNonlinear System Identification

    Department of Computing and Mathematical Sciences, Caltech, CA, USA. · Beyond Limits, CA, USA. · The Alan Turing Institute, London, UK. +1

  7. Diagrams-to-Dynamics (D2D): Exploring Causal Loop Diagram Leverage Points under Uncertainty

    Jul 30, 2025Jeroen F. Uleman, Loes Crielaard, Leonie K. Elsenburg +4Dynamical SystemsCausal Intervention

    Copenhagen Health Complexity Center, University of Copenhagen, Copenhagen, Denmark. · Department of Public and Occupational Health, Amsterdam UMC University of Amsterdam, Amsterdam, The Netherlands. · Center for Urban Mental Health, University of Amsterdam, Amsterdam, The Netherlands. +4

  8. Dynamical stability for dense patterns in attractor neural networks

    Jul 14, 2025Uri Cohen, Máté LengyelDynamical SystemsNeural Processes

    Computational and Biological Learning Lab, Department of Engineering, University of Cambridge, Cambridge, UK · Center for Cognitive Computation, Department of Cognitive Science, Central European University, Budapest, Hungary

  9. Stochastic and Non-local Closure Modeling for Nonlinear Dynamical Systems via Latent Score-based Generative Models

    Jun 25, 2025Xinghao Dong, Huchen Yang, Jin-Long WuDynamical SystemsLatent Diffusion Models

    Department of Mechanical Engineering, University of Wisconsin-Madison, Madison, WI, 53706, USA

  10. Regularity and Stability Properties of Selective SSMs with Discontinuous Gating

    May 16, 2025Nikola Zubić, Davide ScaramuzzaDynamical SystemsSelective SSMs

    Robotics and Perception Group University of Zurich

  11. A Hybrid ABM-PDE Framework for Real-World Infectious Disease Simulations

    Apr 11, 2025Kristina Kehrer, Tim O. F. ConradDynamical SystemsAgent-Based Modeling

    Zuse Institute Berlin Berlin, 14195

  12. Active Learning with Bayesian Multi-Fidelity Laplace Neural Operators for Oscillatory Parametric PDEs

    Feb 1, 2025Bongseok Kim, Haoyang Zheng, Michael Penwarden +1Dynamical SystemsSurrogate Modeling

    School of Mechanical Engineering, Purdue University, 585 Purdue Mall, West Lafayette, 47907, IN, USA. · Department of Mathematics, Purdue University, 150 North University Street, West Lafayette, 47907, IN, USA.

  13. Projected Neural Differential Equations for Learning Constrained Dynamics

    Oct 31, 2024Alistair White, Anna Büttner, Maximilian Gelbrecht +4Dynamical SystemsNeural ODEs

    Munich Climate Center and Earth System Modelling Group, Department of Aerospace and Geodesy, School of Engineering and Design, Technical University of Munich, Munich, Germany · Potsdam Institute for Climate Impact Research, Potsdam, Germany · California Institute of Technology, Pasadena, California, USA +4

  14. Automated Discovery of Operable Dynamics from Videos

    Oct 14, 2024Kuang Huang, Dong Heon Cho, Boyuan ChenDynamical SystemsLatent Dynamics Modeling

    Department of Applied Physics and Applied Mathematics, Columbia University, 500 W. 120th Street, New York, 10027, NY, USA. · Department of Computer Science, Duke University, 308 Research Dr., Durham, 27705, NC, USA. · Department of Mechanical Engineering and Material Science, Duke University, 121 Hudson Hall, Durham, 27708, NC, USA. +1

  15. Gradient Descent on Logistic Regression with Non-Separable Data and Large Step Sizes

    Jun 7, 2024Si Yi Meng, Antonio Orvieto, Daniel Yiming Cao +1Dynamical SystemsLogistic Regression

    Department of Computer Science Cornell University Ithaca, NY, USA · ELLIS Institute Tübingen MPI for Intelligent Systems Tübingen AI Center, Germany

  16. Roto-translated Local Coordinate Frames For Interacting Dynamical Systems

    Oct 28, 2021Miltiadis Kofinas, Naveen Shankar Nagaraja, Efstratios GavvesDynamical SystemsEquivariant GNNs

    University of Amsterdam · BMW Group

  17. A Dynamic Toolkit for Transmission Characteristics of Precision Reducers with Explicit Contact Geometry

    Date pendingJiacheng Miao, Chao Liu, Qiliang Wang +2Dynamical SystemsMultibody Dynamics

    Intelligent Equipment Division, CRRC Qishuyan Institute Co., Ltd, Changzhou, 213011, China · School of Mechanical Engineering, Dalian Jiaotong University, Dalian, 116028, China · Research Institute, CRRC Qishuyan Institute Co., Ltd, Changzhou, 213011, China

  18. Attention by Synchronization in Coupled Oscillator Networks

    Date pendingFabio Pasqualetti, Taosha GuoSoftmax AttentionDynamical Systems

    Electrical Engineering and Computer Science University of California, Irvine

  19. Diffusion learning reveals viable parameter manifolds and compensation geometry in biological dynamical systems

    Date pendingRuilin Zhang, Louis Tao, Zhuo-Cheng XiaoDynamical SystemsParameter Identifiability

    Peking University–Tsinghua University–National Institute of Biological Sciences Joint Graduate Program, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China · Center for Bioinformatics, School of Life Sciences, Peking University, Beijing 100871, China · Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China +2