Dynamical Systems

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  1. Safety Certification is Classification

    May 7, 2026Oliver Schön, Licio Romao, Sadegh SoudjaniKernel Mean EmbeddingsDynamical Systems

  2. Maximal Controlled Invariant-MPC: Enhancing Feasibility and Reducing Conservatism through Terminal CBF Constraint in Safety-Critical Control

    May 7, 2026Tanmay Dokania, Yashwanth Kumar NakkaDynamical SystemsSafety-Critical Control

  3. Differentiable Parameter Optimization for DAEs with State-Dependent Events

    May 6, 2026Ion Matei, Maksym Zhenirovskyy, Anthony WongDynamical SystemsAutomatic Differentiation

  4. Differentiable Chemistry in PINNs for Solving Parameterized and Stiff Reaction Systems

    May 6, 2026Miloš Babić, Franz M. Rohrhofer, Stefan PoschDynamical SystemsDifferentiable Physics

  5. Neural Control: Adjoint Learning Through Equilibrium Constraints

    May 5, 2026Dezhong Tong, Jiawen Wang, Hengyi Zhou +3Robotic ControlDynamical Systems

  6. Observability Conditions and Filter Design for Visual Pose Estimation via Dual Quaternions

    May 3, 2026Nicholas B. Andrews, Kristi A. MorgansenDynamical SystemsKalman Filtering

  7. Learning Koopman operators for coupled systems via information on governing equations of subsystems

    May 3, 2026Tatsuya Naoi, Jun OhkuboDynamical SystemsKoopman Operator Learning

  8. Mesh Field Theory: Port-Hamiltonian Formulation of Mesh-Based Physics

    May 1, 2026Satoshi Noguchi, Yoshinobu KawaharaDynamical SystemsScientific ML

  9. Geometric and dynamical analysis of attractor boundaries and storage limits in kernel Hopfield networks

    May 1, 2026Akira TamamoriDynamical SystemsNeural Representation Geometry

  10. Active-learning mapping of the Vicsek model phase diagram

    Apr 30, 2026Grace T. Bai, Brandon B. LeDynamical SystemsPhase Transitions

  11. Stochastic Scaling Limits and Synchronization by Noise in Deep Transformer Models

    Apr 29, 2026Andrea Agazzi, Giuseppe Bruno, Eloy Mosig García +2Dynamical SystemsTransformer

  12. A Dynamical Framework for Cognitive Processes Based on Transformations and Semantic Equivalence

    Apr 29, 2026Carlo Cattani, Dioneia Motta Monte-SerratDynamical SystemsCognitive Modeling

  13. Population Dynamics in ARIEL Robotics Systems Featuring Embodied Evolution via Spatial Mating Mechanisms

    Apr 29, 2026Victoria Peterson, Akshat Srivastava, Raghav PrabhakarDynamical SystemsEvolutionary Optimization

  14. Inferring bifurcation diagrams of two distinct chaotic systems by a single machine

    Apr 29, 2026Jianmin Guo, Yao Du, Yizhen Yu +2Dynamical SystemsNonlinear System Identification

  15. Co-Learning Port-Hamiltonian Systems and Optimal Energy-Shaping Control

    Apr 28, 2026Ankur Kamboj, Biswadip Dey, Vaibhav SrivastavaDynamical SystemsFeedback Control

  16. Teacher Forcing as Generalized Bayes: Optimization Geometry Mismatch in Switching Surrogates for Chaotic Dynamics

    Apr 28, 2026Andre Herz, Daniel Durstewitz, Georgia KoppeNeural Surrogate ModelingDynamical Systems

  17. Residual-loss Anomaly Analysis of Physics-Informed Neural Networks: An Inverse Method for Change-point Detection in Nonlinear Dynamical Systems with Regime Switching

    Apr 28, 2026Yuhe Bai, Chengli Tan, Jiaqi Li +2Dynamical SystemsRegime-Switching Dynamical Systems

  18. Emergent Self-Attention from Astrocyte-Gated Associative Memory Dynamics

    Apr 28, 2026Arnau Vivet, Alex ArenasSoftmax AttentionDynamical Systems

  19. Information bottleneck for learning the phase space of dynamics from high-dimensional experimental data

    Apr 27, 2026K. Michael Martini, Eslam Abdelaleem, Paarth Gulati +1Dynamical SystemsInformation Bottleneck

  20. Primitive Recursion without Composition: Dynamical Characterizations, from Neural Networks to Polynomial ODEs

    Apr 27, 2026Olivier BournezDynamical SystemsReLU Neural Networks

  21. Latent-Hysteresis Graph ODEs: Modeling Coupled Topology-Feature Evolution via Continuous Phase Transitions

    Apr 27, 2026Qinhan Hou, Jing TangDynamical SystemsGraph Structure Learning

  22. Cardiac Stability Theory: An Axiomatically Grounded Framework for Continuous Cardiac Health Monitoring via Smartphone Photoplethysmography

    Apr 26, 2026Timothy Oladunni, Farouk Ganiyu AdewumiDynamical SystemsPhotoplethysmography

  23. Hamiltonian Graph Inference Networks: Joint structure discovery and dynamics prediction for lattice Hamiltonian systems from trajectory data

    Apr 26, 2026Ru Geng, Panayotis Kevrekidis, Yixian Gao +2Dynamical SystemsGraph Structure Learning

  24. Learning Control Policies to Provably Satisfy Hard Affine Constraints for Black-Box Hybrid Dynamical Systems

    Apr 24, 2026Aayushi Shrivastava, Kartik Nagpal, Sairam Jinkala +2Dynamical SystemsSafety-Critical Control

  25. Model Predictive Control of Hybrid Dynamical Systems

    Apr 23, 2026Ricardo G. Sanfelice, Berk AltinDynamical SystemsModel Predictive Control

  26. Neuromorphic Computing Based on Parametrically-Driven Oscillators and Frequency Combs

    Apr 23, 2026Mahadev Sunil Kumar, Adarsh GanesanDynamical SystemsReservoir Computing