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Reproducing a decision-making network in a virtual visual discrimination task

We reproduced a decision-making network model using the neural simulator software neural simulation tool (NEST), and we embedded the spiking neural network in a virtual robotic agent performing a simulated behavioral task. The present work builds upon the concept of replicability in neuroscience, pr...

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Autores principales: Trapani, Alessandra, Sheiban, Francesco Jamal, Bertone, Elisa, Chiosso, Serena, Colombo, Luca, D'Andrea, Matteo, De Santis, Francesco, Fati, Francesca, Fossati, Veronica, Gonzalez, Victor, Pedrocchi, Alessandra
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9399926/
https://www.ncbi.nlm.nih.gov/pubmed/36035443
http://dx.doi.org/10.3389/fnint.2022.930326
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author Trapani, Alessandra
Sheiban, Francesco Jamal
Bertone, Elisa
Chiosso, Serena
Colombo, Luca
D'Andrea, Matteo
De Santis, Francesco
Fati, Francesca
Fossati, Veronica
Gonzalez, Victor
Pedrocchi, Alessandra
author_facet Trapani, Alessandra
Sheiban, Francesco Jamal
Bertone, Elisa
Chiosso, Serena
Colombo, Luca
D'Andrea, Matteo
De Santis, Francesco
Fati, Francesca
Fossati, Veronica
Gonzalez, Victor
Pedrocchi, Alessandra
author_sort Trapani, Alessandra
collection PubMed
description We reproduced a decision-making network model using the neural simulator software neural simulation tool (NEST), and we embedded the spiking neural network in a virtual robotic agent performing a simulated behavioral task. The present work builds upon the concept of replicability in neuroscience, preserving most of the computational properties in the initial model although employing a different software tool. The proposed implementation successfully obtains equivalent results from the original study, reproducing the salient features of the neural processes underlying a binary decision. Furthermore, the resulting network is able to control a robot performing an in silico visual discrimination task, the implementation of which is openly available on the EBRAINS infrastructure through the neuro robotics platform (NRP).
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spelling pubmed-93999262022-08-25 Reproducing a decision-making network in a virtual visual discrimination task Trapani, Alessandra Sheiban, Francesco Jamal Bertone, Elisa Chiosso, Serena Colombo, Luca D'Andrea, Matteo De Santis, Francesco Fati, Francesca Fossati, Veronica Gonzalez, Victor Pedrocchi, Alessandra Front Integr Neurosci Neuroscience We reproduced a decision-making network model using the neural simulator software neural simulation tool (NEST), and we embedded the spiking neural network in a virtual robotic agent performing a simulated behavioral task. The present work builds upon the concept of replicability in neuroscience, preserving most of the computational properties in the initial model although employing a different software tool. The proposed implementation successfully obtains equivalent results from the original study, reproducing the salient features of the neural processes underlying a binary decision. Furthermore, the resulting network is able to control a robot performing an in silico visual discrimination task, the implementation of which is openly available on the EBRAINS infrastructure through the neuro robotics platform (NRP). Frontiers Media S.A. 2022-08-10 /pmc/articles/PMC9399926/ /pubmed/36035443 http://dx.doi.org/10.3389/fnint.2022.930326 Text en Copyright © 2022 Trapani, Sheiban, Bertone, Chiosso, Colombo, D'Andrea, De Santis, Fati, Fossati, Gonzalez and Pedrocchi. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Trapani, Alessandra
Sheiban, Francesco Jamal
Bertone, Elisa
Chiosso, Serena
Colombo, Luca
D'Andrea, Matteo
De Santis, Francesco
Fati, Francesca
Fossati, Veronica
Gonzalez, Victor
Pedrocchi, Alessandra
Reproducing a decision-making network in a virtual visual discrimination task
title Reproducing a decision-making network in a virtual visual discrimination task
title_full Reproducing a decision-making network in a virtual visual discrimination task
title_fullStr Reproducing a decision-making network in a virtual visual discrimination task
title_full_unstemmed Reproducing a decision-making network in a virtual visual discrimination task
title_short Reproducing a decision-making network in a virtual visual discrimination task
title_sort reproducing a decision-making network in a virtual visual discrimination task
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9399926/
https://www.ncbi.nlm.nih.gov/pubmed/36035443
http://dx.doi.org/10.3389/fnint.2022.930326
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