{"id":"https://openalex.org/W4413405354","doi":"https://doi.org/10.3389/frai.2025.1676744","title":"Editorial: Deep neural network architectures and reservoir computing","display_name":"Editorial: Deep neural network architectures and reservoir computing","publication_year":2025,"publication_date":"2025-08-21","ids":{"openalex":"https://openalex.org/W4413405354","doi":"https://doi.org/10.3389/frai.2025.1676744","pmid":"https://pubmed.ncbi.nlm.nih.gov/40918583"},"language":"en","primary_location":{"id":"doi:10.3389/frai.2025.1676744","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1676744","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1676744/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"type":"editorial","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1676744/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014663937","display_name":"Sou Nobukawa","orcid":"https://orcid.org/0000-0001-7003-6912"},"institutions":[{"id":"https://openalex.org/I4210103779","display_name":"National Center of Neurology and Psychiatry","ror":"https://ror.org/0254bmq54","country_code":"JP","type":"healthcare","lineage":["https://openalex.org/I4210103779"]},{"id":"https://openalex.org/I8488066","display_name":"Chiba Institute of Technology","ror":"https://ror.org/00qwnam72","country_code":"JP","type":"education","lineage":["https://openalex.org/I8488066"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Sou Nobukawa","raw_affiliation_strings":["Department of Computer Science, Chiba Institute of Technology, Narashino, Japan","Department of Preventive Intervention for Psychiatric Disorders, National Institute of Medicine Mental Health, National Center of Neurology and Psychiatry, Tokyo, Japan","Graduate School of Information and Computer Science, Chiba Institute of Technology, Narashino, Japan","Research Centre for Mathematical Engineering, Chiba Institute of Technology, Narashino, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Chiba Institute of Technology, Narashino, Japan","institution_ids":["https://openalex.org/I8488066"]},{"raw_affiliation_string":"Department of Preventive Intervention for Psychiatric Disorders, National Institute of Medicine Mental Health, National Center of Neurology and Psychiatry, Tokyo, Japan","institution_ids":["https://openalex.org/I4210103779"]},{"raw_affiliation_string":"Graduate School of Information and Computer Science, Chiba Institute of Technology, Narashino, Japan","institution_ids":["https://openalex.org/I8488066"]},{"raw_affiliation_string":"Research Centre for Mathematical Engineering, Chiba Institute of Technology, Narashino, Japan","institution_ids":["https://openalex.org/I8488066"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080157265","display_name":"Arya K. Bhattacharya","orcid":"https://orcid.org/0000-0001-5144-4582"},"institutions":[{"id":"https://openalex.org/I1336379959","display_name":"Mahindra Group (India)","ror":"https://ror.org/05mxsz225","country_code":"IN","type":"company","lineage":["https://openalex.org/I1336379959"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Arya Kumar Bhattacharya","raw_affiliation_strings":["Department of Computer Science and Artificial Intelligence, Mahindra University, Hyderabad, India","Research and Development, Mahindra University, Hyderabad, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Artificial Intelligence, Mahindra University, Hyderabad, India","institution_ids":["https://openalex.org/I1336379959"]},{"raw_affiliation_string":"Research and Development, Mahindra University, Hyderabad, India","institution_ids":["https://openalex.org/I1336379959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075783559","display_name":"Akira Hirose","orcid":"https://orcid.org/0000-0002-6936-9733"},"institutions":[{"id":"https://openalex.org/I14396692","display_name":"Tokyo University of Information Sciences","ror":"https://ror.org/044bdx604","country_code":"JP","type":"education","lineage":["https://openalex.org/I14396692"]},{"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":false,"raw_author_name":"Akira Hirose","raw_affiliation_strings":["Department of Bioengineering, The University of Tokyo, Tokyo, Japan","Department of Electrical Engineering and Information Systems, The University of Tokyo, Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Bioengineering, The University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I74801974"]},{"raw_affiliation_string":"Department of Electrical Engineering and Information Systems, The University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I14396692","https://openalex.org/I74801974"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5014663937"],"corresponding_institution_ids":["https://openalex.org/I4210103779","https://openalex.org/I8488066"],"apc_list":{"value":1150,"currency":"USD","value_usd":1150},"apc_paid":{"value":1150,"currency":"USD","value_usd":1150},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10575996,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":null,"first_page":"1676744","last_page":"1676744"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T12611","display_name":"Neural Networks and Reservoir Computing","score":1.0,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9857000112533569,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9456999897956848,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/reservoir-computing","display_name":"Reservoir computing","score":0.7380937337875366},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6367387771606445},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5285723805427551},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36179953813552856},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.16267094016075134}],"concepts":[{"id":"https://openalex.org/C135796866","wikidata":"https://www.wikidata.org/wiki/Q7315328","display_name":"Reservoir computing","level":4,"score":0.7380937337875366},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6367387771606445},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5285723805427551},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36179953813552856},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.16267094016075134}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/frai.2025.1676744","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1676744","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1676744/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},{"id":"pmid:40918583","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40918583","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":"Frontiers in artificial intelligence","raw_type":null},{"id":"pmh:oai:doaj.org/article:44f020cf238f4f4c9ee1698ec3d022fe","is_oa":true,"landing_page_url":"https://doaj.org/article/44f020cf238f4f4c9ee1698ec3d022fe","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Artificial Intelligence, Vol 8 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12408670","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12408670/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Artif Intell","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3389/frai.2025.1676744","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2025.1676744","pdf_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2025.1676744/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413405354.pdf","grobid_xml":"https://content.openalex.org/works/W4413405354.grobid-xml"},"referenced_works_count":5,"referenced_works":["https://openalex.org/W2887258823","https://openalex.org/W3176707157","https://openalex.org/W4312381532","https://openalex.org/W4365150813","https://openalex.org/W4392498941"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3192662224","https://openalex.org/W4389072666","https://openalex.org/W2887258823","https://openalex.org/W4300888463","https://openalex.org/W2998821156","https://openalex.org/W2949388105","https://openalex.org/W4226454644"],"abstract_inverted_index":{"Over":[0],"the":[1,27,53,57,71,116,121,132,139,163],"past":[2],"decade,":[3],"deep":[4,39],"learning":[5,127,147],"(DL)":[6],"techniques":[7],"such":[8],"as":[9],"convolutional":[10],"neural":[11,40,105,167],"networks":[12,19],"(CNNs)":[13],"and":[14,44,85,109],"long":[15],"short-term":[16],"memory":[17],"(LSTM)":[18],"have":[20,50,69],"played":[21],"a":[22,76,102,110,155],"pivotal":[23],"role":[24],"in":[25,38,81,145,170],"advancing":[26],"field":[28],"of":[29,60,64,73,79,101,120,141,165],"computational":[30,45,58,82],"intelligence":[31,83],"(Bengio":[32],"et":[33,96],"al.":[34,97],"(2021)).":[35],"Recent":[36],"developments":[37],"network":[41,65,106],"(DNN)":[42],"architectures":[43,168],"infrastructure":[46],"(particularly":[47],"parallel":[48],"computing),":[49],"further":[51],"accelerated":[52],"progress":[54],"by":[55],"supporting":[56],"demands":[59],"optimizing":[61],"large":[62],"numbers":[63],"parameters.":[66],"These":[67],"advancements":[68],"expanded":[70],"applicability":[72],"DL":[74],"to":[75,123,131],"broad":[77],"range":[78],"tasks":[80],"(Sharifani":[84],"Amini":[86],"(2023)).Simultaneously,":[87],"reservoir":[88,122,157],"computing":[89],"(RC)":[90],"has":[91,159],"attracted":[92],"increasing":[93],"attention":[94],"(Tanaka":[95],"(2019)).Typically,":[98],"RC":[99],"consists":[100],"fixed":[103],"recurrent":[104],"(the":[107],"reservoir)":[108],"trainable":[111,142],"readout":[112],"layer.":[113,134],"It":[114],"exploits":[115],"nonlinear":[117],"spatiotemporal":[118],"dynamics":[119],"transform":[124],"inputs,":[125],"while":[126],"is":[128],"applied":[129],"only":[130],"output":[133],"This":[135],"structure":[136],"dramatically":[137],"reduces":[138],"number":[140],"parameters,":[143],"resulting":[144],"high":[146],"efficiency.":[148],"However,":[149],"conventional":[150],"RC,":[151],"which":[152],"typically":[153],"involves":[154],"single":[156],"layer,":[158],"generally":[160],"not":[161],"matched":[162],"performance":[164],"deeper":[166],"used":[169],"mainstream":[171],"DL.":[172]},"counts_by_year":[],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}