{"id":"https://openalex.org/W4383888368","doi":"https://doi.org/10.1162/neco_a_01596","title":"Maximal Memory Capacity Near the Edge of Chaos in Balanced Cortical E-I Networks","display_name":"Maximal Memory Capacity Near the Edge of Chaos in Balanced Cortical E-I Networks","publication_year":2023,"publication_date":"2023-07-11","ids":{"openalex":"https://openalex.org/W4383888368","doi":"https://doi.org/10.1162/neco_a_01596","pmid":"https://pubmed.ncbi.nlm.nih.gov/37432864"},"language":"en","primary_location":{"id":"doi:10.1162/neco_a_01596","is_oa":true,"landing_page_url":"https://doi.org/10.1162/neco_a_01596","pdf_url":"https://direct.mit.edu/neco/article-pdf/doi/10.1162/neco_a_01596/2133972/neco_a_01596.pdf","source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://direct.mit.edu/neco/article-pdf/doi/10.1162/neco_a_01596/2133972/neco_a_01596.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024051181","display_name":"Takashi Kanamaru","orcid":"https://orcid.org/0000-0001-5018-0570"},"institutions":[{"id":"https://openalex.org/I116465919","display_name":"Kogakuin University","ror":"https://ror.org/01wc2tq75","country_code":"JP","type":"education","lineage":["https://openalex.org/I116465919"]},{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Takashi Kanamaru","raw_affiliation_strings":["Department of Mechanical Science and Engineering, Kogakuin University, Tokyo 192-0015, Japan kanamaru@cc.kogakuin.ac.jp","International Research Center for Neurointelligence (WPI-IRCN), UTIAS, University of Tokyo 113-0033, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Science and Engineering, Kogakuin University, Tokyo 192-0015, Japan kanamaru@cc.kogakuin.ac.jp","institution_ids":["https://openalex.org/I116465919"]},{"raw_affiliation_string":"International Research Center for Neurointelligence (WPI-IRCN), UTIAS, University of Tokyo 113-0033, Japan","institution_ids":["https://openalex.org/I74801974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003220448","display_name":"Takao K. Hensch","orcid":"https://orcid.org/0000-0003-0748-8152"},"institutions":[{"id":"https://openalex.org/I1288882113","display_name":"Boston Children's Hospital","ror":"https://ror.org/00dvg7y05","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1288882113"]},{"id":"https://openalex.org/I2801851002","display_name":"Harvard University Press","ror":"https://ror.org/006v7bf86","country_code":"US","type":"other","lineage":["https://openalex.org/I136199984","https://openalex.org/I2801851002"]},{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP","US"],"is_corresponding":true,"raw_author_name":"Takao K. Hensch","raw_affiliation_strings":["Center for Brain Science, Harvard University, Cambridge, MA 02138, U.S.A","FM Kirby Neurobiology Center, Boston Children\u2019s Hospital, Boston, MA 02115, U.S.A. hensch@ircn.jp","International Research Center for Neurointelligence (WPI-IRCN), UTIAS, University of Tokyo 113-0033, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Brain Science, Harvard University, Cambridge, MA 02138, U.S.A","institution_ids":["https://openalex.org/I2801851002"]},{"raw_affiliation_string":"FM Kirby Neurobiology Center, Boston Children\u2019s Hospital, Boston, MA 02115, U.S.A. hensch@ircn.jp","institution_ids":["https://openalex.org/I1288882113"]},{"raw_affiliation_string":"International Research Center for Neurointelligence (WPI-IRCN), UTIAS, University of Tokyo 113-0033, Japan","institution_ids":["https://openalex.org/I74801974"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038078845","display_name":"Kazuyuki Aihara","orcid":"https://orcid.org/0000-0002-4602-9816"},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Kazuyuki Aihara","raw_affiliation_strings":["International Research Center for Neurointelligence (WPI-IRCN), UTIAS, University of Tokyo 113-0033, Japan kaihara@g.ecc.u-tokyo.ac.jp"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Research Center for Neurointelligence (WPI-IRCN), UTIAS, University of Tokyo 113-0033, Japan kaihara@g.ecc.u-tokyo.ac.jp","institution_ids":["https://openalex.org/I74801974"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5003220448","https://openalex.org/A5024051181","https://openalex.org/A5038078845"],"corresponding_institution_ids":["https://openalex.org/I116465919","https://openalex.org/I1288882113","https://openalex.org/I2801851002","https://openalex.org/I74801974"],"apc_list":null,"apc_paid":null,"fwci":1.5217,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.81804722,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"35","issue":"8","first_page":"1430","last_page":"1462"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11187","display_name":"Nonlinear Dynamics and Pattern Formation","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/edge-of-chaos","display_name":"Edge of chaos","score":0.7506768107414246},{"id":"https://openalex.org/keywords/synchronization","display_name":"Synchronization (alternating current)","score":0.6075924634933472},{"id":"https://openalex.org/keywords/lyapunov-exponent","display_name":"Lyapunov exponent","score":0.5645641088485718},{"id":"https://openalex.org/keywords/chaotic","display_name":"Chaotic","score":0.5338970422744751},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4655725657939911},{"id":"https://openalex.org/keywords/network-dynamics","display_name":"Network dynamics","score":0.43286508321762085},{"id":"https://openalex.org/keywords/balance","display_name":"Balance (ability)","score":0.4265735149383545},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.42191511392593384},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.34996262192726135},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.3232801556587219},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2966102957725525},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.29608070850372314},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.13203638792037964},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.09696140885353088},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.08385035395622253}],"concepts":[{"id":"https://openalex.org/C2780713532","wikidata":"https://www.wikidata.org/wiki/Q93158","display_name":"Edge of chaos","level":2,"score":0.7506768107414246},{"id":"https://openalex.org/C2778562939","wikidata":"https://www.wikidata.org/wiki/Q1298791","display_name":"Synchronization (alternating current)","level":3,"score":0.6075924634933472},{"id":"https://openalex.org/C191544260","wikidata":"https://www.wikidata.org/wiki/Q1238630","display_name":"Lyapunov exponent","level":3,"score":0.5645641088485718},{"id":"https://openalex.org/C2777052490","wikidata":"https://www.wikidata.org/wiki/Q5072826","display_name":"Chaotic","level":2,"score":0.5338970422744751},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4655725657939911},{"id":"https://openalex.org/C123757187","wikidata":"https://www.wikidata.org/wiki/Q9195957","display_name":"Network dynamics","level":2,"score":0.43286508321762085},{"id":"https://openalex.org/C168031717","wikidata":"https://www.wikidata.org/wiki/Q1530280","display_name":"Balance (ability)","level":2,"score":0.4265735149383545},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.42191511392593384},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.34996262192726135},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.3232801556587219},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2966102957725525},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.29608070850372314},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.13203638792037964},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.09696140885353088},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.08385035395622253},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1162/neco_a_01596","is_oa":true,"landing_page_url":"https://doi.org/10.1162/neco_a_01596","pdf_url":"https://direct.mit.edu/neco/article-pdf/doi/10.1162/neco_a_01596/2133972/neco_a_01596.pdf","source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},{"id":"pmid:37432864","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37432864","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural computation","raw_type":null}],"best_oa_location":{"id":"doi:10.1162/neco_a_01596","is_oa":true,"landing_page_url":"https://doi.org/10.1162/neco_a_01596","pdf_url":"https://direct.mit.edu/neco/article-pdf/doi/10.1162/neco_a_01596/2133972/neco_a_01596.pdf","source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1438449112","display_name":null,"funder_award_id":"20H05914","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G2892413867","display_name":null,"funder_award_id":"JP20H05921","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G3326939414","display_name":null,"funder_award_id":"JPMJMS2021","funder_id":"https://openalex.org/F4320311405","funder_display_name":"Japan Agency for Medical Research and Development"},{"id":"https://openalex.org/G3842444693","display_name":null,"funder_award_id":"JP22dm0307009","funder_id":"https://openalex.org/F4320311405","funder_display_name":"Japan Agency for Medical Research and Development"},{"id":"https://openalex.org/G5368403867","display_name":null,"funder_award_id":"JPMJMS2021","funder_id":"https://openalex.org/F4320338247","funder_display_name":"Moonshot Research and Development Program"},{"id":"https://openalex.org/G6687757193","display_name":null,"funder_award_id":"JPMJMS2021","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"}],"funders":[{"id":"https://openalex.org/F4320311405","display_name":"Japan Agency for Medical Research and Development","ror":"https://ror.org/004rtk039"},{"id":"https://openalex.org/F4320322832","display_name":"University of Tokyo","ror":"https://ror.org/057zh3y96"},{"id":"https://openalex.org/F4320334764","display_name":"Japan Society for the Promotion of Science","ror":"https://ror.org/00hhkn466"},{"id":"https://openalex.org/F4320336385","display_name":"International Research Center for Neurointelligence, University of Tokyo","ror":null},{"id":"https://openalex.org/F4320338247","display_name":"Moonshot Research and Development Program","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4383888368.pdf","grobid_xml":"https://content.openalex.org/works/W4383888368.grobid-xml"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W83930199","https://openalex.org/W111157985","https://openalex.org/W122965473","https://openalex.org/W654916661","https://openalex.org/W1582051163","https://openalex.org/W1589876408","https://openalex.org/W1613369435","https://openalex.org/W1863658077","https://openalex.org/W1967126833","https://openalex.org/W1978845507","https://openalex.org/W1983918081","https://openalex.org/W1998727969","https://openalex.org/W2003743055","https://openalex.org/W2008284899","https://openalex.org/W2015701831","https://openalex.org/W2024036323","https://openalex.org/W2024246326","https://openalex.org/W2027220714","https://openalex.org/W2042489792","https://openalex.org/W2050322614","https://openalex.org/W2057755457","https://openalex.org/W2072652550","https://openalex.org/W2079150153","https://openalex.org/W2088475496","https://openalex.org/W2099231026","https://openalex.org/W2104220712","https://openalex.org/W2106566258","https://openalex.org/W2108262002","https://openalex.org/W2115251054","https://openalex.org/W2115646488","https://openalex.org/W2119443761","https://openalex.org/W2121065739","https://openalex.org/W2123823543","https://openalex.org/W2125360206","https://openalex.org/W2128966898","https://openalex.org/W2137958317","https://openalex.org/W2138280149","https://openalex.org/W2139852582","https://openalex.org/W2155401127","https://openalex.org/W2171865010","https://openalex.org/W2221831393","https://openalex.org/W2788231085","https://openalex.org/W2793120378","https://openalex.org/W2884977175","https://openalex.org/W2974181993","https://openalex.org/W2977904456","https://openalex.org/W3006169388","https://openalex.org/W3033242681","https://openalex.org/W3033819379","https://openalex.org/W3104752958","https://openalex.org/W3147389599","https://openalex.org/W4206140050","https://openalex.org/W4220920836","https://openalex.org/W4254176772","https://openalex.org/W6806514118"],"related_works":["https://openalex.org/W2635557281","https://openalex.org/W1983416699","https://openalex.org/W2387221596","https://openalex.org/W2378640948","https://openalex.org/W1892474042","https://openalex.org/W1994582763","https://openalex.org/W1970461948","https://openalex.org/W1965295415","https://openalex.org/W2142417887","https://openalex.org/W3098304034"],"abstract_inverted_index":{"We":[0,100],"examine":[1],"the":[2,16,41,71,80,95],"efficiency":[3,81],"of":[4,29,73,82,97,123],"information":[5,83],"processing":[6],"in":[7,91],"a":[8,55,63,87],"balanced":[9],"excitatory":[10],"and":[11,34,59,118],"inhibitory":[12],"(E-I)":[13],"network":[14,21,27],"during":[15,120],"developmental":[17],"critical":[18,121],"period,":[19],"when":[20,107],"plasticity":[22],"is":[23],"heightened.":[24],"A":[25],"multimodule":[26],"composed":[28],"E-I":[30,48,109],"neurons":[31],"was":[32,76,105,111],"defined,":[33],"its":[35,115],"dynamics":[36,96],"were":[37,67],"examined":[38],"by":[39],"regulating":[40],"balance":[42,110],"between":[43],"their":[44],"activities.":[45],"When":[46],"adjusting":[47],"activity,":[49],"both":[50,114],"transitive":[51],"chaotic":[52],"synchronization":[53],"with":[54,62],"high":[56],"Lyapunov":[57,65],"dimension":[58,66],"conventional":[60],"chaos":[61,75],"low":[64],"found.":[68],"In":[69],"between,":[70],"edge":[72],"high-dimensional":[74],"observed.":[77],"To":[78],"quantify":[79],"processing,":[84],"we":[85],"applied":[86],"short-term":[88],"memory":[89,103],"task":[90],"reservoir":[92],"computing":[93],"to":[94],"our":[98],"network.":[99],"found":[101],"that":[102],"capacity":[104],"maximized":[106],"optimal":[108],"realized,":[112],"underscoring":[113],"vital":[116],"role":[117],"vulnerability":[119],"periods":[122],"brain":[124],"development.":[125]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-13T07:31:44.756512","created_date":"2025-10-10T00:00:00"}
