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Enhancement of signal transmission by delay selection in feedforward networks through spike timing-dependent plasticity

    Authors

    • Ali Ghadiri 1
    • Hedyeh Rezaei 2
    • Alireza Valizadeh 1

    1 Institute for Advanced Studies in Basic Sciences (IASBS)

    2 University Medical Center Hamburg-Eppendorf (UKE), Germany

,

Document Type : Original Article

10.48308/jncog.2025.238626.1012
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Abstract

Spike timing-dependent plasticity (STDP) is a fundamental mechanism that modulates synaptic strength in response to the precise temporal relationships between input and output spikes. However, the exact role of transmission delays in this mechanism, particularly at the network level, remains unclear. Delays introduce an additional layer of complexity, as they directly influence the timing of spikes and consequently the direction and magnitude of synaptic modifications through STDP. Understanding how these delays shape and are shaped through plasticity rules is critical to reveal their role in neural computations. In this study, we explored the effects of repetitive presentations of synchronous spike volleys on the distribution of transmission delays in a feedforward (FF) network through STDP. Our findings showed that STDP preferentially selected connections with shorter transmission delays, whereas connections with longer delays were weakened and pruned from the network. We showed that "learning of delays" by the impact of synchronous pulse packets propagated forward; that is, the modification of the delays began from the connections between upstream layers and continued to downstream ones. This forward propagation of the delay selection process was accompanied by the successful transmission of synchronous signals along the network. The interaction between transmission delays and synaptic modification established a dynamic feedback loop. The transmission of synchronous signals drove the selective strengthening or weakening of connections, while the evolving synaptic structure, in turn, shaped the pathways for signal propagation. This bidirectional interplay highlighted the fundamental role of delays in orchestrating both network dynamics and the plasticity rule.

Keywords

  • Spike timing-dependent plasticity rule
  • delay selection
  • feedforward networks
  • signal transmission
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Journal of Neurodevelopmental Cognition
Volume 6, Issue 1
March 2025
Pages 18-32
Files
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  • PDF 1.3 M
History
  • Receive Date: 05 February 2025
  • Revise Date: 27 February 2025
  • Accept Date: 03 March 2025
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How to cite
  • RIS
  • EndNote
  • Mendeley
  • BibTeX
  • APA
  • MLA
  • HARVARD
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Statistics
  • Article View: 51
  • PDF Download: 24

APA

Ghadiri, A. , Rezaei, H. and Valizadeh, A. (2025). Enhancement of signal transmission by delay selection in feedforward networks through spike timing-dependent plasticity. Journal of Neurodevelopmental Cognition, 6(1), 18-32. doi: 10.48308/jncog.2025.238626.1012

MLA

Ghadiri, A. , , Rezaei, H. , and Valizadeh, A. . "Enhancement of signal transmission by delay selection in feedforward networks through spike timing-dependent plasticity", Journal of Neurodevelopmental Cognition, 6, 1, 2025, 18-32. doi: 10.48308/jncog.2025.238626.1012

HARVARD

Ghadiri, A., Rezaei, H., Valizadeh, A. (2025). 'Enhancement of signal transmission by delay selection in feedforward networks through spike timing-dependent plasticity', Journal of Neurodevelopmental Cognition, 6(1), pp. 18-32. doi: 10.48308/jncog.2025.238626.1012

CHICAGO

A. Ghadiri , H. Rezaei and A. Valizadeh, "Enhancement of signal transmission by delay selection in feedforward networks through spike timing-dependent plasticity," Journal of Neurodevelopmental Cognition, 6 1 (2025): 18-32, doi: 10.48308/jncog.2025.238626.1012

VANCOUVER

Ghadiri, A., Rezaei, H., Valizadeh, A. Enhancement of signal transmission by delay selection in feedforward networks through spike timing-dependent plasticity. Journal of Neurodevelopmental Cognition, 2025; 6(1): 18-32. doi: 10.48308/jncog.2025.238626.1012

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