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Tag: symmetry

  • A Bayesian Framework for Symmetry Inference in Chaotic Attractors

    A Bayesian Framework for Symmetry Inference in Chaotic Attractors arXiv:2510.16509v1 Announce Type: new Abstract: Detecting symmetry from data is a fundamental problem in signal analysis, providing insight into underlying structure and constraints. When data emerge as trajectories of dynamical systems, symmetries encode structural properties of the dynamics that enable model reduction, principled comparison across conditions,…

  • Lie Group Symmetry Discovery and Enforcement Using Vector Fields

    Lie Group Symmetry Discovery and Enforcement Using Vector Fields arXiv:2505.08219v1 Announce Type: new Abstract: Symmetry-informed machine learning can exhibit advantages over machine learning which fails to account for symmetry. Additionally, recent attention has been given to continuous symmetry discovery using vector fields which serve as infinitesimal generators for Lie group symmetries. In this paper, we…