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Estimating the interaction graph of stochastic neuronal dynamics by observing only pairs of neurons

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q-bio.NC 1

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2026 1

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Synaptic Classification via Spike-Triggered Extrapolation

q-bio.NC · 2026-02-25 · unverdicted · novelty 6.0

A spike-triggered extrapolation algorithm classifies excitatory, inhibitory, or null synapses from bivariate spike trains in Galves-Löcherbach neuronal networks, achieving error-free identification in simulations across noise levels and topologies.

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  • Synaptic Classification via Spike-Triggered Extrapolation q-bio.NC · 2026-02-25 · unverdicted · none · ref 1

    A spike-triggered extrapolation algorithm classifies excitatory, inhibitory, or null synapses from bivariate spike trains in Galves-Löcherbach neuronal networks, achieving error-free identification in simulations across noise levels and topologies.