Dynamical Systems

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  1. On the algebra of Koopman eigenfunctions and on some of their infinities

    Apr 23, 2026Zahra Monfared, Saksham Malhotra, Sekiya Hajime +2Dynamical SystemsKoopman Operator Learning

  2. A Case Study in Recovery of Drones using Discrete-Event Systems

    Apr 23, 2026Liam P. Burns, Dayse M. Cavalcanti, Felipe G. Cabral +4Dynamical SystemsAerial Robotics

  3. CLT-Optimal Parameter Error Bounds for Linear System Identification

    Apr 23, 2026Yichen Zhou, Stephen TuDynamical SystemsParameter Estimation

  4. Learning Hippo: Multi-attractor Dynamics and Stability Effects in a Biologically Detailed CA3 Extension of Hopfield Networks

    Apr 22, 2026Daniele Corradetti, Renato CorradettiDynamical SystemsNeural Processes

  5. An explicit operator explains end-to-end computation in the modern neural networks used for sequence and language modeling

    Apr 22, 2026Anif N. Shikder, Ramit Dey, Sayantan Auddy +6Dynamical SystemsNeural Network Interpretability

  6. A neural operator framework for data-driven discovery of stability and receptivity in physical systems

    Apr 21, 2026Chengyun Wang, Liwei Chen, Nils ThuereyDynamical Systems

  7. Forward Dynamics of Variable Topology Mechanisms - The Case of Constraint Activation

    Apr 21, 2026Andreas MuellerDynamical SystemsMultibody Dynamics

  8. HALO: Hybrid Auto-encoded Locomotion with Learned Latent Dynamics, Poincaré Maps, and Regions of Attraction

    Apr 20, 2026Blake Werner, Sergio A. Esteban, Massimiliano De Sa +2Dynamical SystemsHumanoid Robot Locomotion

  9. Physics-Informed Neural Networks for Biological 2D+t2\mathrm{D}{+}t Reaction-Diffusion Systems

    Apr 20, 2026William Lavery, Jodie A. Cochrane, Christian Olesen +3Dynamical SystemsPDE Discovery

  10. Dissipative Latent Residual Physics-Informed Neural Networks for Modeling and Identification of Electromechanical Systems

    Apr 20, 2026Youyuan Long, Gokhan Solak, Arash AjoudaniDynamical SystemsResidual Learning

  11. Locomotion of an Elastic Snake Robot via Natural Dynamics

    Apr 20, 2026Tristan Ehlert, Arne Sachtler, Annika Schmidt +2Dynamical SystemsEnergy-Efficient Robot Locomotion

  12. Emergence Transformer: Dynamical Temporal Attention Matters

    Apr 18, 2026Zihan Zhou, Bo-Wei Qin, Kai Du +1Dynamical SystemsTemporal Attention

  13. A Nonlinear Separation Principle via Contraction Theory: Applications to Neural Networks, Control, and Learning

    Apr 16, 2026Anand Gokhale, Anton V. Proskurnikov, Yu Kawano +1Dynamical SystemsRecurrent Neural Networks

  14. Approximation of the Basset force in the Maxey-Riley-Gatignol equations via universal differential equations

    Apr 9, 2026Finn Sommer, Vamika Rathi, Sebastian Goetschel +1Dynamical SystemsComputational Fluid Dynamics

  15. Stability and Bifurcation Analysis of Nonlinear PDEs via Random Projection-based PINNs: A Krylov-Arnoldi Approach

    Mar 23, 2026Gianluca Fabiani, Michail E. Kavousanakis, Constantinos Siettos +1Dynamical SystemsNeural PDE Solvers

  16. Extending SSMs with the Exponentially Weighted Signature

    Mar 19, 2026Alexandre Bloch, Benjamin Walker, Joël Mouterde +3Dynamical SystemsTime Series Classification

  17. Early-Terminable Energy-Safe Iterative Coupling for Parallel Simulation of Partitioned Port-Hamiltonian Systems

    Mar 17, 2026Qi Wei, Jianfeng Tao, Hongyu Nie +1Dynamical SystemsPort-Hamiltonian Systems

  18. VertiAdaptor: Online Kinodynamics Adaptation for Vertically Challenging Terrain

    Mar 6, 2026Tong Xu, Chenhui Pan, Aniket Datar +1Dynamical SystemsOnline System Identification

  19. Learning Hamiltonian Flow Maps: Mean Flow Consistency for Large-Timestep Molecular Dynamics

    Jan 29, 2026Winfried Ripken, Michael Plainer, Gregor Lied +5Dynamical SystemsFlow Map Learning

  20. Model-Free Output Feedback Stabilization via Policy Gradient Methods

    Jan 27, 2026Ankang Zhang, Ming Chi, Xiaoling Wang +1Dynamical SystemsPartially Observable RL

  21. Neural Particle Automata: Learning Self-Organizing Particle Dynamics

    Jan 22, 2026Hyunsoo Kim, Ehsan Pajouheshgar, Sabine Süsstrunk +2Neural Cellular AutomataDynamical Systems

  22. Minimum distance classification for nonlinear dynamical systems

    Jan 7, 2026Dominique MartinezDynamical SystemsTime Series Classification

  23. Deep Neural Networks as Discrete Dynamical Systems: Implications for Physics-Informed Learning

    Jan 1, 2026Abhisek Ganguly, Santosh Ansumali, Sauro SucciDynamical SystemsNeural PDE Solvers

  24. Exact Flow Linear Attention: Exact Solution from Continuous-Time Dynamics

    Dec 14, 2025Jingdi Lei, Di Zhang, Soujanya PoriaDynamical SystemsLinear Attention