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Network Attractors driven by Time-Delay Plasticity

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abstract

We develop a framework for collective frequency selection and attractor formation by means of delay plasticity. Specifically, we consider adaptive axonal delays (AADs), motivated by activity-dependent myelination in the brain which regulates signal propagation speeds and thus communication delays. We demonstrate frequency selection and explosive network relaxation oscillations in systems of delay-coupled phase oscillators with AADs on brain connectivity data and fully coupled ring networks.

fields

q-bio.NC 1

years

2026 1

verdicts

UNVERDICTED 1

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Adaptive conduction delays and phase locking in spiking Haken Lighthouse networks

q-bio.NC · 2026-06-19 · unverdicted · novelty 7.0

Derives self-consistency and linear stability conditions for phase-locked states in delayed spiking networks and shows that an activity-dependent conduction-delay plasticity rule selects commensurate delay-period relations, organizing synchrony, frequency locking, and slow switching.

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  • Adaptive conduction delays and phase locking in spiking Haken Lighthouse networks q-bio.NC · 2026-06-19 · unverdicted · none · ref 19 · internal anchor

    Derives self-consistency and linear stability conditions for phase-locked states in delayed spiking networks and shows that an activity-dependent conduction-delay plasticity rule selects commensurate delay-period relations, organizing synchrony, frequency locking, and slow switching.