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Research PaperResearchia:202607.09019

Single-Entity Spiking Neuron Models: Survey

Leon Parepko

Abstract

In this work, we reviewed different approaches in mathematical modeling of biologically plausible neural systems. Models are characterized and classified based on their common features and special use cases. In addition to spiking models, different types of discrete and continuous analogs are considered to accurately simulate biological processes, including membrane potential dynamics. The models under investigation include neurons and various components encountered in neural systems and affecte...

Submitted: July 9, 2026Subjects: Neuroscience; Neuroscience

Description / Details

In this work, we reviewed different approaches in mathematical modeling of biologically plausible neural systems. Models are characterized and classified based on their common features and special use cases. In addition to spiking models, different types of discrete and continuous analogs are considered to accurately simulate biological processes, including membrane potential dynamics. The models under investigation include neurons and various components encountered in neural systems and affected the dynamics. The selection of specific approaches was driven by their prevalence and innovative perspectives in order to enhance the relevance of the presented information.


Source: arXiv:2607.07429v1 - http://arxiv.org/abs/2607.07429v1 PDF: https://arxiv.org/pdf/2607.07429v1 Original Link: http://arxiv.org/abs/2607.07429v1

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Submission Info
Date:
Jul 9, 2026
Topic:
Neuroscience
Area:
Neuroscience
Comments:
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