<?xml version="1.0" encoding="utf-8"?>
<TEI xmlns="http://www.tei-c.org/ns/1.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:hal="http://hal.archives-ouvertes.fr/" xmlns:gml="http://www.opengis.net/gml/3.3/" xmlns:gmlce="http://www.opengis.net/gml/3.3/ce" version="1.1" xsi:schemaLocation="http://www.tei-c.org/ns/1.0 http://api.archives-ouvertes.fr/documents/aofr-sword.xsd">
  <teiHeader>
    <fileDesc>
      <titleStmt>
        <title>HAL TEI export of hal-03532787</title>
      </titleStmt>
      <publicationStmt>
        <distributor>CCSD</distributor>
        <availability status="restricted">
          <licence target="https://creativecommons.org/publicdomain/zero/1.0/">CC0 1.0 - Universal</licence>
        </availability>
        <date when="2026-05-25T08:44:04+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Dynamic branching in a neural network model for probabilistic prediction of sequences</title>
            <author role="aut">
              <persName>
                <forename type="first">Elif</forename>
                <surname>Köksal Ersöz</surname>
              </persName>
              <email type="md5">0632ceaa5504300bcb93085144622087</email>
              <email type="domain">inserm.fr</email>
              <idno type="idhal" notation="string">elif-koksal-ersoz</idno>
              <idno type="idhal" notation="numeric">170280</idno>
              <idno type="halauthorid" notation="string">36078-170280</idno>
              <idno type="ORCID">https://orcid.org/0000-0003-3696-7953</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=IBhYwYQAAAAJ</idno>
              <affiliation ref="#struct-182223"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Pascal</forename>
                <surname>Chossat</surname>
              </persName>
              <email type="md5">6a7b47994c61d9c5597e8df6a5c4d00c</email>
              <email type="domain">inria.fr</email>
              <idno type="idhal" notation="string">olivier-faugeras</idno>
              <idno type="idhal" notation="numeric">172022</idno>
              <idno type="halauthorid" notation="string">139258-172022</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-8363-1550</idno>
              <idno type="IDREF">https://www.idref.fr/033404054</idno>
              <affiliation ref="#struct-450089"/>
              <affiliation ref="#struct-199970"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Martin</forename>
                <surname>Krupa</surname>
              </persName>
              <email type="md5">154f55b0a97915af5dc10f2984a46709</email>
              <email type="domain">inria.fr</email>
              <idno type="idhal" notation="numeric">941219</idno>
              <idno type="halauthorid" notation="string">551887-941219</idno>
              <orgName ref="#struct-1039632"/>
              <affiliation ref="#struct-450089"/>
              <affiliation ref="#struct-199970"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Frédéric</forename>
                <surname>Lavigne</surname>
              </persName>
              <email type="md5">2398f0a467425a71c3440f20bf795042</email>
              <email type="domain">unice.fr</email>
              <idno type="idhal" notation="string">frederic-lavigne</idno>
              <idno type="idhal" notation="numeric">6921</idno>
              <idno type="halauthorid" notation="string">2354-6921</idno>
              <idno type="ORCID">https://orcid.org/0000-0003-4493-430X</idno>
              <affiliation ref="#struct-452549"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Pascal</forename>
                <surname>Chossat</surname>
              </persName>
              <email type="md5">0fb30a1dee6452d225d769f952b595ce</email>
              <email type="domain">univ-cotedazur.fr</email>
            </editor>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2022-01-18 15:33:54</date>
              <date type="whenModified">2026-05-12 03:18:38</date>
              <date type="whenReleased">2022-01-18 16:21:10</date>
              <date type="whenProduced">2022-08-10</date>
              <date type="whenEndEmbargoed">2022-01-18</date>
              <ref type="file" target="https://inria.hal.science/hal-03532787v1/document">
                <date notBefore="2022-01-18"/>
              </ref>
              <ref type="file" subtype="author" n="1" target="https://inria.hal.science/hal-03532787v1/file/article_EPMF.pdf" id="file-3532787-3093420">
                <date notBefore="2022-01-18"/>
              </ref>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="182431">
                <persName>
                  <forename>Pascal</forename>
                  <surname>Chossat</surname>
                </persName>
                <email type="md5">0fb30a1dee6452d225d769f952b595ce</email>
                <email type="domain">univ-cotedazur.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-03532787</idno>
            <idno type="halUri">https://inria.hal.science/hal-03532787</idno>
            <idno type="halBibtex">koksalersoz:hal-03532787</idno>
            <idno type="halRefHtml">&lt;i&gt;Journal of Computational Neuroscience&lt;/i&gt;, 2022, 50 (4), pp.537-557. &lt;a target="_blank" href="https://dx.doi.org/10.1007/s10827-022-00830-y"&gt;&amp;#x27E8;10.1007/s10827-022-00830-y&amp;#x27E9;&lt;/a&gt;</idno>
            <idno type="halRef">Journal of Computational Neuroscience, 2022, 50 (4), pp.537-557. &amp;#x27E8;10.1007/s10827-022-00830-y&amp;#x27E9;</idno>
            <availability status="restricted">
              <licence target="https://about.hal.science/hal-authorisation-v1/">HAL Authorization<ref corresp="#file-3532787-3093420"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="INSERM">INSERM - Institut national de la santé et de la recherche médicale</idno>
            <idno type="stamp" n="UNICE">Université Nice Sophia Antipolis</idno>
            <idno type="stamp" n="UNIV-RENNES1">Université de Rennes 1</idno>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="INRIA">INRIA - Institut National de Recherche en Informatique et en Automatique</idno>
            <idno type="stamp" n="INRIA-SOPHIA">INRIA Sophia Antipolis - Méditerranée</idno>
            <idno type="stamp" n="LTSI" corresp="INSERM">Laboratoire Traitement du Signal et de l'Image</idno>
            <idno type="stamp" n="INSMI">CNRS-INSMI - INstitut des Sciences Mathématiques et de leurs Interactions</idno>
            <idno type="stamp" n="INRIASO">INRIA-SOPHIA</idno>
            <idno type="stamp" n="DIEUDONNE">Laboratoire Jean-Alexandre Dieudonné</idno>
            <idno type="stamp" n="INRIA_TEST">INRIA - Institut National de Recherche en Informatique et en Automatique</idno>
            <idno type="stamp" n="INRIA34">Antenne Inria de l'université de Montpellier</idno>
            <idno type="stamp" n="TESTALAIN1">TESTALAIN1</idno>
            <idno type="stamp" n="BCL" corresp="UNICE">Laboratoire Bases, Corpus, Langage</idno>
            <idno type="stamp" n="INRIA2">INRIA 2</idno>
            <idno type="stamp" n="TDS-MACS">Réseau de recherche en Théorie des Systèmes Distribués, Modélisation, Analyse et Contrôle des Systèmes</idno>
            <idno type="stamp" n="CAMPUS-AAR">Campus-AAR</idno>
            <idno type="stamp" n="AAI">Collection LaCAS - Open Archives in Language and Cultural Area Studies</idno>
            <idno type="stamp" n="UR1-HAL">Publications labos UR1 dans HAL-Rennes 1</idno>
            <idno type="stamp" n="UR1-MATH-STIC">UR1 - publications Maths-STIC</idno>
            <idno type="stamp" n="UNIV-COTEDAZUR">Université Côte d'Azur</idno>
            <idno type="stamp" n="TEST-UR-CSS">TEST Université de Rennes CSS</idno>
            <idno type="stamp" n="UNIV-RENNES">Université de Rennes</idno>
            <idno type="stamp" n="UR1-MATH-NUM">Pôle UnivRennes - Mathématiques - Numérique </idno>
            <idno type="stamp" n="UR1-BIO-SA">Pôle UnivRennes - Biologie-Santé</idno>
            <idno type="stamp" n="ACADEMIE-SCIENCES">Académie des sciences</idno>
            <idno type="stamp" n="TEST-NICE">test nice</idno>
            <idno type="stamp" n="CNRS-SECTION-36">CNRS Sciences humaines &amp; sociales – section 36 : Sciences du langage</idno>
            <idno type="stamp" n="ACADEMIE-SCIENCES-PUBLICATIONS-MEMBRES" corresp="ACADEMIE-SCIENCES">Publications des membres, correspondants et associés étrangers de l'Académie des sciences</idno>
            <idno type="stamp" n="ACADEMIE-SCIENCES-PUBLICATIONS-MEMBRES-1" corresp="ACADEMIE-SCIENCES-PUBLICATIONS-MEMBRES">Publications des membres de l'Académie des sciences (lot 1)</idno>
          </seriesStmt>
          <notesStmt>
            <note type="audience" n="2">International</note>
            <note type="popular" n="0">No</note>
            <note type="peer" n="1">Yes</note>
          </notesStmt>
          <sourceDesc>
            <biblStruct>
              <analytic>
                <title xml:lang="en">Dynamic branching in a neural network model for probabilistic prediction of sequences</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Elif</forename>
                    <surname>Köksal Ersöz</surname>
                  </persName>
                  <email type="md5">0632ceaa5504300bcb93085144622087</email>
                  <email type="domain">inserm.fr</email>
                  <idno type="idhal" notation="string">elif-koksal-ersoz</idno>
                  <idno type="idhal" notation="numeric">170280</idno>
                  <idno type="halauthorid" notation="string">36078-170280</idno>
                  <idno type="ORCID">https://orcid.org/0000-0003-3696-7953</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=IBhYwYQAAAAJ</idno>
                  <affiliation ref="#struct-182223"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Pascal</forename>
                    <surname>Chossat</surname>
                  </persName>
                  <email type="md5">6a7b47994c61d9c5597e8df6a5c4d00c</email>
                  <email type="domain">inria.fr</email>
                  <idno type="idhal" notation="string">olivier-faugeras</idno>
                  <idno type="idhal" notation="numeric">172022</idno>
                  <idno type="halauthorid" notation="string">139258-172022</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-8363-1550</idno>
                  <idno type="IDREF">https://www.idref.fr/033404054</idno>
                  <affiliation ref="#struct-450089"/>
                  <affiliation ref="#struct-199970"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Martin</forename>
                    <surname>Krupa</surname>
                  </persName>
                  <email type="md5">154f55b0a97915af5dc10f2984a46709</email>
                  <email type="domain">inria.fr</email>
                  <idno type="idhal" notation="numeric">941219</idno>
                  <idno type="halauthorid" notation="string">551887-941219</idno>
                  <orgName ref="#struct-1039632"/>
                  <affiliation ref="#struct-450089"/>
                  <affiliation ref="#struct-199970"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Frédéric</forename>
                    <surname>Lavigne</surname>
                  </persName>
                  <email type="md5">2398f0a467425a71c3440f20bf795042</email>
                  <email type="domain">unice.fr</email>
                  <idno type="idhal" notation="string">frederic-lavigne</idno>
                  <idno type="idhal" notation="numeric">6921</idno>
                  <idno type="halauthorid" notation="string">2354-6921</idno>
                  <idno type="ORCID">https://orcid.org/0000-0003-4493-430X</idno>
                  <affiliation ref="#struct-452549"/>
                </author>
              </analytic>
              <monogr>
                <idno type="halJournalId" status="VALID">12415</idno>
                <idno type="issn">0929-5313</idno>
                <idno type="eissn">1573-6873</idno>
                <title level="j">Journal of Computational Neuroscience</title>
                <imprint>
                  <publisher>Springer Verlag</publisher>
                  <biblScope unit="volume">50</biblScope>
                  <biblScope unit="issue">4</biblScope>
                  <biblScope unit="pp">537-557</biblScope>
                  <date type="datePub">2022-08-10</date>
                  <date type="dateEpub">2022-08-10</date>
                </imprint>
              </monogr>
              <idno type="doi">10.1007/s10827-022-00830-y</idno>
              <idno type="pubmed">35948839</idno>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <keywords scheme="author">
                <term xml:lang="en">Neuronal gain</term>
                <term xml:lang="en">Short-term depression</term>
                <term xml:lang="en">Slow-fast dynamics</term>
                <term xml:lang="en">Local inhibition</term>
                <term xml:lang="en">Latching dynamics</term>
              </keywords>
              <classCode scheme="halDomain" n="math.math-ds">Mathematics [math]/Dynamical Systems [math.DS]</classCode>
              <classCode scheme="halDomain" n="sdv.neu.sc">Life Sciences [q-bio]/Neurons and Cognition [q-bio.NC]/Cognitive Sciences</classCode>
              <classCode scheme="halTypology" n="ART">Journal articles</classCode>
              <classCode scheme="halOldTypology" n="ART">Journal articles</classCode>
              <classCode scheme="halTreeTypology" n="ART">Journal articles</classCode>
            </textClass>
            <abstract xml:lang="en">
              <p>An important function of the brain is to predict which stimulus is likely to occur based on the perceived cues. The present research studied the branching behavior of a computational network model of populations of excitatory and inhibitory neurons, both analytically and through simulations. Results show how synaptic efficacy, retroactive inhibition and short-term synaptic depression determine the dynamics of selection between different branches predicting sequences of stimuli of different probabilities. Further results show that changes in the probability of the different predictions depend on variations of neuronal gain. Such variations allow the network to optimize the probability of its predictions to changing probabilities of the sequences without changing synaptic efficacy.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="laboratory" xml:id="struct-182223" status="VALID">
          <idno type="IdRef">177793767</idno>
          <idno type="RNSR">200416333R</idno>
          <idno type="ROR">https://ror.org/01f1amm71</idno>
          <orgName>Laboratoire Traitement du Signal et de l'Image</orgName>
          <orgName type="acronym">LTSI</orgName>
          <date type="start">2012-01-01</date>
          <desc>
            <address>
              <addrLine>Campus Universitaire de Beaulieu - Bât 22 - 35042 Rennes</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://ltsi.univ-rennes.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-105160" type="direct"/>
            <relation name="UMR1099 / U1099" active="#struct-303623" type="direct"/>
          </listRelation>
        </org>
        <org type="researchteam" xml:id="struct-450089" status="VALID">
          <idno type="RNSR">201622008G</idno>
          <idno type="ROR">https://ror.org/01svbzm77</idno>
          <orgName>Mathématiques pour les Neurosciences</orgName>
          <orgName type="acronym">MATHNEURO</orgName>
          <date type="start">2016-01-01</date>
          <date type="end">2027-12-31</date>
          <desc>
            <address>
              <addrLine>2004 route des LuciolesBP 9306902 Sophia AntipolisDepuis avril 2024 =&gt; Montpellier</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/equipes/mathneuro</ref>
          </desc>
          <listRelation>
            <relation active="#struct-34586" type="direct"/>
            <relation active="#struct-300009" type="indirect"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-199970" status="VALID">
          <idno type="IdRef">060325887</idno>
          <idno type="RNSR">201220430J</idno>
          <idno type="ROR">https://ror.org/0274zdr66</idno>
          <orgName>Laboratoire Jean Alexandre Dieudonné</orgName>
          <orgName type="acronym">LJAD</orgName>
          <date type="start">2012-01-01</date>
          <desc>
            <address>
              <addrLine>Université Côte d'Azur U.M.R. no 7351 du C.N.R.S. Parc Valrose 06108 Nice Cedex 02 France</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://math.unice.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-117617" type="direct"/>
            <relation name="UMR7351" active="#struct-441569" type="direct"/>
            <relation active="#struct-1039632" type="direct"/>
          </listRelation>
        </org>
        <org type="researchteam" xml:id="struct-452549" status="VALID">
          <orgName>BCL, équipe Langage et Cognition</orgName>
          <date type="start">2012-01-01</date>
          <desc>
            <address>
              <addrLine>Laboratoire BCL - UMR 7320 - CNRS - Université de Nice, Campus Saint-Jean d'Angély 3 / MSHS-SE, 24 avenue des Diables bleus, 06357 Nice Cedex 4</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://bcl.cnrs.fr/rubrique225</ref>
          </desc>
          <listRelation>
            <relation active="#struct-199944" type="direct"/>
            <relation active="#struct-117617" type="indirect"/>
            <relation name="UMR7320" active="#struct-441569" type="indirect"/>
            <relation name="UMR7320" active="#struct-1039632" type="indirect"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-105160" status="VALID">
          <idno type="IdRef">26693823X</idno>
          <idno type="ROR">https://ror.org/015m7wh34</idno>
          <orgName>Université de Rennes</orgName>
          <orgName type="acronym">UR</orgName>
          <desc>
            <address>
              <addrLine>Campus de Beaulieu, 263 avenue Général Leclerc, CS 74205, 35042 RENNES CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-rennes.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-303623" status="VALID">
          <idno type="IdRef">026388278</idno>
          <idno type="ROR">https://ror.org/02vjkv261</idno>
          <orgName>Institut National de la Santé et de la Recherche Médicale</orgName>
          <orgName type="acronym">INSERM</orgName>
          <desc>
            <address>
              <addrLine>101, rue de Tolbiac, 75013 Paris</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inserm.fr</ref>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-34586" status="VALID">
          <idno type="RNSR">198318250R</idno>
          <idno type="ROR">https://ror.org/01nzkaw91</idno>
          <orgName>Centre Inria d'Université Côte d'Azur</orgName>
          <desc>
            <address>
              <addrLine>2004 route des Lucioles BP 93 06902 Sophia Antipolis</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/centre/sophia/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300009" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-300009" status="VALID">
          <idno type="ROR">https://ror.org/02kvxyf05</idno>
          <orgName>Institut National de Recherche en Informatique et en Automatique</orgName>
          <orgName type="acronym">Inria</orgName>
          <desc>
            <address>
              <addrLine>Domaine de VoluceauRocquencourt - BP 10578153 Le Chesnay Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/en/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-117617" status="VALID">
          <idno type="IdRef">026403498</idno>
          <idno type="ISNI">0000000123372892</idno>
          <idno type="ROR">https://ror.org/02k9vew78</idno>
          <orgName>Université Nice Sophia Antipolis (1965 - 2019)</orgName>
          <orgName type="acronym">UNS</orgName>
          <date type="start">1965-10-23</date>
          <date type="end">2019-12-31</date>
          <desc>
            <address>
              <addrLine>Parc Valrose, 06100 Nice</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://unice.fr/</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-441569" status="VALID">
          <idno type="IdRef">02636817X</idno>
          <idno type="ISNI">0000000122597504</idno>
          <idno type="ROR">https://ror.org/02feahw73</idno>
          <orgName>Centre National de la Recherche Scientifique</orgName>
          <orgName type="acronym">CNRS</orgName>
          <date type="start">1939-10-19</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.cnrs.fr/</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-1039632" status="VALID">
          <idno type="IdRef">241035694</idno>
          <idno type="ROR">https://ror.org/019tgvf94</idno>
          <orgName>Université Côte d'Azur</orgName>
          <orgName type="acronym">UniCA</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>Parc Valrose, 28, avenue Valrose 06108 Nice Cedex 2</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://univ-cotedazur.fr</ref>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-199944" status="VALID">
          <idno type="IdRef">200912003</idno>
          <idno type="ISNI">0000000095125922</idno>
          <idno type="RNSR">201220287D</idno>
          <idno type="ROR">https://ror.org/03mmb0d82</idno>
          <idno type="Wikidata">https://www.wikidata.org/wiki/Q123512957</idno>
          <orgName>Bases, Corpus, Langage (UMR 7320 - UCA / CNRS)</orgName>
          <orgName type="acronym">BCL</orgName>
          <date type="start">2012-01-01</date>
          <desc>
            <address>
              <addrLine>Laboratoire BCL - UMR 7320MSHS Sud-Est Pôle Universitaire Saint Jean d’Angely Bâtiment SJA 3 24 avenue des Diables bleus, 06357 Nice Cedex 4</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://bcl.cnrs.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-117617" type="direct"/>
            <relation name="UMR7320" active="#struct-441569" type="direct"/>
            <relation name="UMR7320" active="#struct-1039632" type="direct"/>
          </listRelation>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>