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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. Bi-FORK: Generative Modeling of High-Dimensional Bifurcating Systems

    Oct 8, 2026Anna Zimmel, Fleur Hendriks, Markus Holzleitner +4Generative ModelingDynamical Systems

    ELLIS Unit, LIT AI Lab, Institute for Machine Learning, JKU Linz · Department of Mechanical Engineering, Eindhoven University of Technology · DIFFER – Dutch Institute for Fundamental Energy Research +2

  2. Understanding Latent-Dimension Scaling in Dynamical-System Learning through Spectral Reliability

    Oct 8, 2026Itsushi Sakata, Yuta Miyauchi, Yoshinobu KawaharaLatent Dynamics ModelingDynamical Systems

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

  3. Noise-Induced Navigation in Non-convex Domains and Compact Manifolds

    Oct 7, 2026Karthik ElamvazhuthiFeedback ControlDynamical Systems

    independent researcher

  4. Decoding Neural Population Dynamics through Robotic Analog

    Oct 7, 2026Wenhui Chen, Jiyue Tao, Yitao Cheng +4Dynamical Systems

    School of Advanced Manufacturing and Robotics, Peking University, Beijing & 100871, China. · School of Life Sciences, Peking University, Beijing & 100871, China. · IDG/McGovern Institute for Brain Research, Peking University, Beijing & 100871, China. +2

  5. Identifiability of a dissipative knowledge-dynamics model: exact recovery under designed excitation, degeneration on observational data

    Oct 7, 2026Arman Kostanian, Armen BeklaryanParameter IdentifiabilityNonlinear System Identification

    Innopolis University, Innopolis, Russia · HSE University, Moscow, Russia

  6. Rapid Fredholm stabilization of the Kuramoto--Sivashinsky equation with unrestricted, spatially-varying anti-diffusion

    Oct 6, 2026Luke Bhan, Miroslav Krstic, Yuanyuan ShiDynamical SystemsFeedback Control

    University of California, San Diego, 3180 Voigt Drive, La Jolla, CA 92093, USA.

  7. Parameter Estimation in Machining Dynamics with Regenerative Delay and Nonsmooth Friction using Physics-Informed Neural Networks

    Oct 5, 2026Meiyazhagan Jaganathan, Vikram Pakrashi, Aasifa RounakDynamical SystemsParameter Estimation

    UCD Centre for Mechanics, Dynamical Systems and Risk Laboratory, School of Mechanical and Materials Engineering, University College Dublin, D04 V1W8, Dublin, Ireland

  8. Delay-coordinate reconstruction and conditional-moment causal diagnostics in stochastic systems

    Oct 4, 2026Jun OhkuboDynamical SystemsStochastic Linear Dynamical Systems

    Graduate School of Science and Engineering, Saitama University, Sakura, Saitama, 338–8570 Japan

  9. Poisson-GENERIC Neural Operators: Exact Metriplectic Structure in Function Space via Casimir Entropies

    Oct 4, 2026Jason Sulskis, Sathya RaviDynamical SystemsPDE Operator Learning

    Georgia Tech Research Institute, Atlanta, GA, USA

  10. Wasserstein Gradient Flows and Forward-Only Diffusion Are Not Enough for Multimodal Sampling

    Oct 1, 2026Daniel McBride, Pratik Khandagale, Cristina Garcia-Cardona +1Dynamical SystemsWasserstein Gradient Flows

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

  11. AI Emulation of Stochastic Sudden Stratospheric Warming with Interpretable Latent Structure

    Oct 1, 2026C. Daniel Boscu, Daniel Hernandez, Fabio Alvarez Ventura +4Dynamical SystemsSurrogate Modeling

    Department of Geophysical Sciences, University of Chicago, Chicago, 60637, IL · Data Science Institute, University of Chicago, Chicago, 60637, IL · Department of Applied Mathematics, University of California, Santa Cruz, Santa Cruz, 95064, CA +1

  12. From Redundancy to Minimality: Fixed-Point-Guided Hierarchical Reduction of Learned Piecewise-Linear Dynamics

    Oct 1, 2026Hiroto Tamura, Gouhei TanakaDynamical SystemsNonlinear System Identification

    Graduate School of Informatics, Osaka Metropolitan University, Osaka, Japan · International Research Center for Neurointelligence (IRCN), The University of Tokyo, Tokyo, Japan · Graduate School of Engineering, Nagoya Institute of Technology, Nagoya, Japan

  13. Port-Hamiltonian Neural Networks for Systems with Multiple Asymptotically Stable Equilibria

    Oct 1, 2026Simon Heilig, Jens Püttschneider, Mohammad Itani +2Dynamical SystemsLyapunov Stability

    Faculty of Computer Science, Ruhr University Bochum, Germany · Institute of Control Systems, Hamburg University of Technology, Germany

  14. The Effect of Gait Stability Based on Two Types of Impact Strategies for Two-Link Walking and Brachiating Robots

    Oct 1, 2026Alan Estrada Flores, Nelson RosaDynamical SystemsGait Analysis

    Illinois Institute of Technology, Chicago IL 60616, USA

  15. Variational Streaming Flow: Probabilistic Forecasting in Physical Time

    Oct 1, 2026Hans Hao-Hsun Hsu, Minseon Gwak, Soon Hoe Lim +2Dynamical SystemsFlow Matching

    Georgia Institute of Technology · Lawrence Berkeley National Lab · International Computer Science Institute +2

  16. Generative Modeling of Stochastic Dynamics for Long-Time Evolution

    Sep 30, 2026Yang-yang Tan, Jinyang Li, Lingxiao WangDynamical SystemsGenerative Modeling

    Institute for Physics of Intelligence, Graduate School of Science, The University of Tokyo, Bunkyo-ku, Tokyo 113-0033, Japan · RIKEN Center for Interdisciplinary Theoretical and Mathematical Sciences (iTHEMS), Wako, Saitama 351-0198, Japan · KEK Theory Center, Institute of Particle and Nuclear Studies +1

  17. Dynamics to decision: A mathematical theory of Lyapunov spectra and decision boundaries in deep classifiers

    Sep 30, 2026Shirin Panahi, Amirhossein Nazerian, Ali PezeshkiDynamical SystemsMultilayer Perceptrons

    Department of Electrical and Computer Engineering Colorado State University Fort Collins, Colorado, USA · Department of Mechanical Engineering Colorado State University Fort Collins, Colorado, USA

  18. Learning Continuous Neural Representation of Stochastic Hybrid Systems

    Sep 30, 2026Sangli Teng, Hang Liu, Koushil SreenathDynamical SystemsStochastic Differential Equations

  19. Learning Chaos Without Seeing Chaos: Extrapolation of Global Dynamics in Autoregressive Transformers

    Sep 30, 2026Yilun Liu, Yi Zhang, Ganyu Wu +5Dynamical SystemsChaotic Dynamical Systems

    Ludwig Maximilian University of Munich · Munich Center for Machine Learning · Technical University of Munich

  20. Continual Learning of Dynamical Systems in Recurrent Neural Networks through Recyclable Unit Gating

    Sep 29, 2026Sima Hashemi, Daniel Durstewitz, Georgia KoppeDynamical SystemsContinual Learning

    Faculty of Mathematics and Computer Science, Interdisciplinary Center for Scientific Computing, Heidelberg University, Heidelberg, Germany · Department of Theoretical Neuroscience, Central Institute of Mental Health (CIMH), Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany · Hector Institute for AI in Psychiatry & Department of Psychiatry and Psychotherapy, CIMH, Medical Faculty Mannheim, Heidelberg University, Heidelberg, Germany +1

  21. Accelerated surrogate dynamics for dynamical, stochastic system evolution

    Sep 29, 2026Marco Jochum, Ioannis Kouroudis, Gohar Ali Siddiqui +3Neural Surrogate ModelingDynamical Systems

    Chair of Simulation of Nanosystems for Energy Conversion, Department of Electrical Engineering, TUM School of Computation, Information and Technology, Atomistic Modeling Center (AMC), Munich Data Science Institute (MDSI), Technical University of Munich, Hans-Piloty-Straße 1, 85748 Garching, Germany

  22. Bilinear World Models: Learning Representations with Structured Dynamics for Efficient Control

    Sep 28, 2026Antonio Pariente, Ignacio Boero, Nikolai Matni +1Dynamical SystemsWorld Model Learning

    University of Pennsylvania

  23. Multi-Task Learning of Conditional Mean Operators: applications to dynamical systems and uncertainty quantification

    Sep 28, 2026Sami Chemlal, Thibaut Germain, Rémi Flamary +2Dynamical SystemsUncertainty Quantification

    CMAP, Ecole Polytechnique · University of Novi Sad

  24. Identifying Neural Source Dynamics from Unknown Local Interventions

    Sep 28, 2026Ayana Mussabayeva, Jiaqi Sun, Anuar Aimoldin +2Dynamical SystemsElectroencephalography

    Mohamed bin Zayed University of Artificial Intelligence (MBZUAI), Abu Dhabi, UAE · Carnegie Mellon University (CMU), Pittsburgh, PA, USA

  25. Retracing Hodgkin and Huxley: State Recovery Does Not Certify Mechanism

    Sep 28, 2026Peiyu Zang, Jiayi Hao, Yongqiang CaiDynamical SystemsLatent Dynamics Modeling

    School of Mathematical Sciences, Beijing Normal University

  26. A Weak Notion of Symmetry for Control Systems

    Sep 28, 2026Jake Welde, Riley Link, Pieter van GoorDynamical Systems

    Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY, USA · Center for Applied Mathematics, Cornell University, Ithaca, NY, USA · School of Aerospace, Mechanical, and Mechatronic Engineering, The University of Sydney, NSW 2006, Australia

  27. Beyond One-Step Accuracy: State-Affine Latent Transition for Reliable Visual Planning

    Sep 27, 2026Boyuan Zhang, Yingjun Du, Xiantong Zhen +1Dynamical SystemsLatent Dynamics Modeling

    UCAS-Terminus AI Lab, School of Engineering Science, University of Chinese Academy of Sciences · VIS Lab, University of Amsterdam · Central Research Institute, United Imaging Healthcare, Co., Ltd.

  28. Orbital Error Dynamics: Self-Organized Criticality, Ephemeral Parameter Resonance, and Non-Linear Biological Ontologies in Zero-Storage Neural Synthesis

    Sep 24, 2026Volkan Dağlı, Zerrin Dağlı, Dağhan DağlıDynamical SystemsNeural Network Optimization

    Anadolu University, Eski¸sehir, Turkey · ITouch Systems, Mersin, Turkey · Mersin University, Mersin, Turkey +1

  29. RD-JEPA: Predictive latent pretraining for few-trajectory transfer across reaction--diffusion equations

    Sep 24, 2026Chenhao Si, Ming YanDynamical SystemsSelf-Supervised Pre-Training

    School of Data Science, The Chinese University of Hong Kong, Shenzhen, Shenzhen, China

  30. AFT Neural Function Approximators for 1D Nonlinear Force Laws

    Sep 24, 2026Miriam Goldack, Johann Groß, Malte Krack +1Neural Surrogate ModelingDynamical Systems

    Technische Universität Berlin, Chair of Cyber-Physical Systems in Mechanical Engineering, Straße des 17. Juni 135, 10623 Berlin, Germany · University of Stuttgart, Institute of Aircraft Propulsion Systems, Pfaffenwaldring 6, 70569 Stuttgart, Germany