Synaptic facilitation and learning of multiplexed neural signals

Although carried out as a study in computational spiking neural networks, the results may have insights for functional neuroscience, and suggest links to mechanisms that have been shown from neuroscientific studies to support temporal coding. To the best of our knowledge, this is the first study to solve one of the outstanding problems in spiking neural networks: to demonstrate that distinct temporal codings can be distinguished through synaptic learning.

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Publication Details

Journal
Frontiers in Network Physiology
Published
2025-10-23
DOI
https://doi.org/10.3389/fnetp.2025.1664280
Primary Topic
Advanced Memory and Neural Computing
Type
article
Field-Weighted Citation Impact
0.00
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article

Synaptic facilitation and learning of multiplexed neural signals

Alexander Rast, Mario Antoine Aoun, Nigel Crook, Eleni Elia
Frontiers in Network Physiology
Advanced Memory and Neural Computing
article

Synaptic facilitation and learning of multiplexed neural signals

Alexander Rast, Mario Antoine Aoun, Nigel Crook, Eleni Elia
article en

Abstract

Although carried out as a study in computational spiking neural networks, the results may have insights for functional neuroscience, and suggest links to mechanisms that have been shown from neuroscientific studies to support temporal coding. To the best of our knowledge, this is the first study to solve one of the outstanding problems in spiking neural networks: to demonstrate that distinct temporal codings can be distinguished through synaptic learning.

Frontiers in Network PhysiologyVol. 5
Oxford Brookes University (GB)
Openalex Percentile: Top 70%
Advanced Memory and Neural Computing
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