{"id":"https://openalex.org/W4416607854","doi":"https://doi.org/10.3389/fncom.2025.1718778","title":"From generative AI to the brain: five takeaways","display_name":"From generative AI to the brain: five takeaways","publication_year":2025,"publication_date":"2025-11-24","ids":{"openalex":"https://openalex.org/W4416607854","doi":"https://doi.org/10.3389/fncom.2025.1718778","pmid":"https://pubmed.ncbi.nlm.nih.gov/41368649"},"language":"en","primary_location":{"id":"doi:10.3389/fncom.2025.1718778","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fncom.2025.1718778","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/computational-neuroscience/articles/10.3389/fncom.2025.1718778/pdf","source":{"id":"https://openalex.org/S19778766","display_name":"Frontiers in Computational Neuroscience","issn_l":"1662-5188","issn":["1662-5188"],"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 Computational Neuroscience","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://public-pages-files-2025.frontiersin.org/journals/computational-neuroscience/articles/10.3389/fncom.2025.1718778/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041243848","display_name":"Claudius Gros","orcid":"https://orcid.org/0000-0002-2126-0843"},"institutions":[{"id":"https://openalex.org/I114090438","display_name":"Goethe University Frankfurt","ror":"https://ror.org/04cvxnb49","country_code":"DE","type":"education","lineage":["https://openalex.org/I114090438"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Claudius Gros","raw_affiliation_strings":["Institute for Theoretical Physics, Goethe University, Frankfurt, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Theoretical Physics, Goethe University, Frankfurt, Germany","institution_ids":["https://openalex.org/I114090438"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5041243848"],"corresponding_institution_ids":["https://openalex.org/I114090438"],"apc_list":{"value":3150,"currency":"CHF","value_usd":3801},"apc_paid":{"value":3150,"currency":"CHF","value_usd":3801},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25199406,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"19","issue":null,"first_page":"1718778","last_page":"1718778"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11883","display_name":"Embodied and Extended Cognition","score":0.14079999923706055,"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/T11883","display_name":"Embodied and Extended Cognition","score":0.14079999923706055,"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/T13062","display_name":"Cognitive Computing and Networks","score":0.07419999688863754,"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/T14394","display_name":"Cognitive Science and Education Research","score":0.07400000095367432,"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/generative-grammar","display_name":"Generative grammar","score":0.8891000151634216},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.5149999856948853},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4790000021457672},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.4675999879837036},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.45509999990463257},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.3950999975204468}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.8891000151634216},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6765000224113464},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6029999852180481},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.5706999897956848},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.5149999856948853},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4790000021457672},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.4675999879837036},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.45509999990463257},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.3950999975204468},{"id":"https://openalex.org/C87868495","wikidata":"https://www.wikidata.org/wiki/Q750843","display_name":"Information processing","level":2,"score":0.3237999975681305},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.32010000944137573},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.29109999537467957},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2872999906539917},{"id":"https://openalex.org/C2986949344","wikidata":"https://www.wikidata.org/wiki/Q9404","display_name":"Neural system","level":2,"score":0.2711000144481659},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.2703000009059906},{"id":"https://openalex.org/C2984127161","wikidata":"https://www.wikidata.org/wiki/Q969316","display_name":"Neural activity","level":2,"score":0.26910001039505005}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/fncom.2025.1718778","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fncom.2025.1718778","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/computational-neuroscience/articles/10.3389/fncom.2025.1718778/pdf","source":{"id":"https://openalex.org/S19778766","display_name":"Frontiers in Computational Neuroscience","issn_l":"1662-5188","issn":["1662-5188"],"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 Computational Neuroscience","raw_type":"journal-article"},{"id":"pmid:41368649","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41368649","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 computational neuroscience","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:876c3550f7ee46b29f2fa4cad190d977","is_oa":true,"landing_page_url":"https://doaj.org/article/876c3550f7ee46b29f2fa4cad190d977","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 Computational Neuroscience, Vol 19 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12682776","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12682776/","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 Comput Neurosci","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3389/fncom.2025.1718778","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fncom.2025.1718778","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/computational-neuroscience/articles/10.3389/fncom.2025.1718778/pdf","source":{"id":"https://openalex.org/S19778766","display_name":"Frontiers in Computational Neuroscience","issn_l":"1662-5188","issn":["1662-5188"],"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 Computational Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416607854.pdf","grobid_xml":"https://content.openalex.org/works/W4416607854.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W2013894622","https://openalex.org/W2051459061","https://openalex.org/W2083910902","https://openalex.org/W2154401781","https://openalex.org/W2295763703","https://openalex.org/W2576818639","https://openalex.org/W2579588913","https://openalex.org/W2951290162","https://openalex.org/W2964184826","https://openalex.org/W2971464184","https://openalex.org/W3001279689","https://openalex.org/W3016489761","https://openalex.org/W3027813156","https://openalex.org/W3047517563","https://openalex.org/W3147852756","https://openalex.org/W4225591000","https://openalex.org/W4302012615","https://openalex.org/W4322766928","https://openalex.org/W4385245566","https://openalex.org/W4387820447","https://openalex.org/W4389774792","https://openalex.org/W4395483223","https://openalex.org/W4401889011","https://openalex.org/W4403209407","https://openalex.org/W4405561606","https://openalex.org/W4407922851","https://openalex.org/W4412429207","https://openalex.org/W4415234049","https://openalex.org/W7082267281"],"related_works":[],"abstract_inverted_index":{"The":[0,21],"big":[1],"strides":[2],"seen":[3],"in":[4,28,51],"generative":[5,19,45],"AI":[6],"are":[7],"not":[8],"based":[9],"on":[10],"somewhat":[11],"obscure":[12],"algorithms,":[13],"but":[14],"due":[15],"to":[16,39,65],"clearly":[17],"defined":[18],"principles.":[20],"resulting":[22],"concrete":[23],"implementations":[24],"have":[25],"proven":[26],"themselves":[27],"large":[29],"numbers":[30],"of":[31,43,68,71,82,87],"applications.":[32],"We":[33,76],"suggest":[34],"that":[35,96],"it":[36],"is":[37],"imperative":[38],"thoroughly":[40],"investigate":[41],"which":[42],"these":[44],"principles":[46],"may":[47],"be":[48],"operative":[49],"also":[50],"the":[52,80,85],"brain,":[53],"and":[54,94],"hence":[55],"relevant":[56],"for":[57],"cognitive":[58],"neuroscience.":[59],"In":[60],"addition,":[61],"ML":[62,105],"research":[63],"led":[64],"a":[66],"range":[67],"interesting":[69],"characterizations":[70],"neural":[72,91],"information":[73],"processing":[74],"systems.":[75],"discuss":[77],"five":[78],"examples,":[79],"shortcomings":[81],"world":[83],"modeling,":[84],"generation":[86],"thought":[88],"processes,":[89],"attention,":[90],"scaling":[92],"laws,":[93],"quantization,":[95],"illustrate":[97],"how":[98],"much":[99],"neuroscience":[100],"could":[101],"potentially":[102],"learn":[103],"from":[104],"research.":[106]},"counts_by_year":[],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-11-25T00:00:00"}
