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non-equilibrium-dynamics

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A coupled oscillator field where the local learning rules (α_i, β_i, γ_i) themselves evolve as a second-order dynamical system, constrained by an identity curvature functional H[L], with Lyapunov-gated rollback of destructive meta-updates — unified in a single implementable architecture.

  • Updated Oct 20, 2026
  • Jupyter Notebook

Python and JAX-based simulation framework for investigating non-equilibrium attractor dynamics, finite-size scaling, phase synchronisation, and adaptive polarity modulation in harmonically confined density-feedback Yukawa plasmas. Developed as part of an independent research framework exploring physical precursors for active-matter phase logic.

  • Updated Sep 23, 2026
  • Python

Une implémentation de référence et analyse rigoureuse des Cristaux de Temps Discrets (DTC), focalisée sur la physique de Floquet, la localisation MBL et la protection des états quantiques (Cat Scars)

  • Updated Jan 24, 2026

Claim-bounded toy-model diagnostics of noise-assisted rescue, feedback geometry, and frustration boundaries in active-particle kinetic-arrest-like surrogate systems. No experimental, biological, material-design, swarm-control, crowd-control, or policy claim.

  • Updated Jun 4, 2026
  • TeX

Claim-bounded toy-network diagnostics of sleep-like recovery transitions, instability recurrence, and dynamical threshold behavior. No medical, clinical, diagnosis, or treatment claim.

  • Updated Jun 4, 2026
  • TeX

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