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Feedback-Coupled Memory Systems in Continuous Time

arXiv 2607.09714 ↗First posted 24 Jun 2026cs.AI cs.MAcited by 0

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Abstract (arXiv)

The Feedback-Coupled Memory Systems (FCMS) architecture formalizes closed-loop coordination through four abstract operators, two of which - the agent update operator fi and the environmental update operator Psi - are left axiomatically undefined in the original framework. To address this, fi is defined by Mechanism-Based Intelligence (MBI), where agents update locally through a decentralized price mechanism and economic principles, and Psi is defined by the Coupled Memory Graph Process (CMGP), a non-Markovian framework where the environment is treated as a physical substrate that records and responds to trajectory history coherently without external forcing. The resulting continuous-time FCMS instantiation achieves Lyapunov global dissipativity governed by the computable threshold 4β2 < 2ημγ2. This generalizes both the discrete FCMS stability condition 4ηβ2 < γ and CMGP's physical bifurcation threshold αc = 1/K, confirming that memory dissipation must outpace feedback gain as a universal organizing principle. Numerical simulation with N=2 agents and mean-field validation at N=106 confirm the stability threshold and the self-reinforcing coordination cascade that emerges when it is violated.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 2 of its 18 references that are in the map. First posted on arXiv 24 Jun 2026.

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References · 2

  1. 2025Mechanism-Based Intelligence (MBI): Differentiable Incentives for Rational Coordination and Guaranteed Alignment in Multi-Agent Systemscited by 2
  2. 2026Feedback-Coupled Memory Systems: A Dynamical Model for Adaptive Coordinationcited by 1

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