{"id":"https://openalex.org/W3169680613","doi":"https://doi.org/10.1162/neco_a_01401","title":"Learning Brain Dynamics With Coupled Low-Dimensional Nonlinear Oscillators and Deep Recurrent Networks","display_name":"Learning Brain Dynamics With Coupled Low-Dimensional Nonlinear Oscillators and Deep Recurrent Networks","publication_year":2021,"publication_date":"2021-06-07","ids":{"openalex":"https://openalex.org/W3169680613","doi":"https://doi.org/10.1162/neco_a_01401","mag":"3169680613","pmid":"https://pubmed.ncbi.nlm.nih.gov/34310676"},"language":"en","primary_location":{"id":"doi:10.1162/neco_a_01401","is_oa":false,"landing_page_url":"https://doi.org/10.1162/neco_a_01401","pdf_url":null,"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":null,"license_id":null,"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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078547686","display_name":"Germ\u00e1n Abrevaya","orcid":"https://orcid.org/0000-0002-9241-343X"},"institutions":[{"id":"https://openalex.org/I4210144290","display_name":"Institute of Astronomy and Space Physics","ror":"https://ror.org/03rq94151","country_code":"AR","type":"facility","lineage":["https://openalex.org/I151201029","https://openalex.org/I24354313","https://openalex.org/I4210123736","https://openalex.org/I4210144290","https://openalex.org/I4387155568"]}],"countries":["AR"],"is_corresponding":true,"raw_author_name":"Germ\u00e1n Abrevaya","raw_affiliation_strings":["Departamento de F\u00edsica, FCEyN, UBA and IFIBA, CONICET, 1428 Buenos Aires, Argentina gabrevaya@df.uba.ar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de F\u00edsica, FCEyN, UBA and IFIBA, CONICET, 1428 Buenos Aires, Argentina gabrevaya@df.uba.ar","institution_ids":["https://openalex.org/I4210144290"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024477949","display_name":"Guillaume Dumas","orcid":"https://orcid.org/0000-0002-2253-1844"},"institutions":[{"id":"https://openalex.org/I2802351361","display_name":"Centre Hospitalier Universitaire Sainte-Justine","ror":"https://ror.org/01gv74p78","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2802351361"]},{"id":"https://openalex.org/I4210164802","display_name":"Mila - Quebec Artificial Intelligence Institute","ror":"https://ror.org/05c22rx21","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210164802"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Guillaume Dumas","raw_affiliation_strings":["Mila\u2013Quebec Artificial Intelligence Institute, and CHU Sainte-Justine Research Center, Department of Psychiatry, Universit\u00e9de Montr\u00e9al, Montreal H3A OE8, Canada guillaume.dumas@ppsp.team"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mila\u2013Quebec Artificial Intelligence Institute, and CHU Sainte-Justine Research Center, Department of Psychiatry, Universit\u00e9de Montr\u00e9al, Montreal H3A OE8, Canada guillaume.dumas@ppsp.team","institution_ids":["https://openalex.org/I4210164802","https://openalex.org/I2802351361","https://openalex.org/I70931966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091863515","display_name":"Aleksandr Y. Aravkin","orcid":"https://orcid.org/0000-0002-1875-1801"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Aleksandr Y. Aravkin","raw_affiliation_strings":["University of Washington, Seattle, WA 98195, U.S.A. saravkin@uw.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Washington, Seattle, WA 98195, U.S.A. saravkin@uw.edu","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101892239","display_name":"Peng Zheng","orcid":"https://orcid.org/0000-0003-3313-215X"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Peng Zheng","raw_affiliation_strings":["University of Washington, Seattle, WA 98195, U.S.A. zhengp@uw.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Washington, Seattle, WA 98195, U.S.A. zhengp@uw.edu","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073953372","display_name":"Jean-Christophe Gagnon-Audet","orcid":null},"institutions":[{"id":"https://openalex.org/I4210164802","display_name":"Mila - Quebec Artificial Intelligence Institute","ror":"https://ror.org/05c22rx21","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210164802"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Jean-Christophe Gagnon-Audet","raw_affiliation_strings":["Mila\u2013Quebec Artificial Intelligence Institute, Universit\u00e9de Montr\u00e9al, Montreal H3A OE8, Canada jean-christophe.gagnon-audet@mila.quebec"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mila\u2013Quebec Artificial Intelligence Institute, Universit\u00e9de Montr\u00e9al, Montreal H3A OE8, Canada jean-christophe.gagnon-audet@mila.quebec","institution_ids":["https://openalex.org/I4210164802","https://openalex.org/I70931966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091293385","display_name":"James Kozloski","orcid":"https://orcid.org/0000-0003-3420-4688"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"James Kozloski","raw_affiliation_strings":["IBM T. J. Watson Research Center, Yorktown Heights, NY 10598, U.S.A. kozloski@us.ibm.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM T. J. Watson Research Center, Yorktown Heights, NY 10598, U.S.A. kozloski@us.ibm.com","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070547937","display_name":"Pablo Polosecki","orcid":"https://orcid.org/0000-0002-0820-4601"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Pablo Polosecki","raw_affiliation_strings":["IBM T. J. Watson Research Center, Yorktown Heights, NY 10598, U.S.A. pipolose@us.ibm.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM T. J. Watson Research Center, Yorktown Heights, NY 10598, U.S.A. pipolose@us.ibm.com","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043037494","display_name":"Guillaume Lajoie","orcid":"https://orcid.org/0000-0003-2730-7291"},"institutions":[{"id":"https://openalex.org/I4210164802","display_name":"Mila - Quebec Artificial Intelligence Institute","ror":"https://ror.org/05c22rx21","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210164802"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Guillaume Lajoie","raw_affiliation_strings":["Mila\u2013Quebec Artificial Intelligence Institute, Universit\u00e9de Montr\u00e9al, Montreal H3A OE8, Canada g.lajoie@umontreal.ca"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mila\u2013Quebec Artificial Intelligence Institute, Universit\u00e9de Montr\u00e9al, Montreal H3A OE8, Canada g.lajoie@umontreal.ca","institution_ids":["https://openalex.org/I4210164802","https://openalex.org/I70931966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100763986","display_name":"David Cox","orcid":"https://orcid.org/0000-0002-2189-9743"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"David Cox","raw_affiliation_strings":["MIT-IBM Watson AI Lab, Cambridge, MA 02139, U.S.A. David.D.Cox@ibm.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MIT-IBM Watson AI Lab, Cambridge, MA 02139, U.S.A. David.D.Cox@ibm.com","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071318687","display_name":"Silvina Ponce Dawson","orcid":"https://orcid.org/0000-0001-6550-4267"},"institutions":[{"id":"https://openalex.org/I4210144290","display_name":"Institute of Astronomy and Space Physics","ror":"https://ror.org/03rq94151","country_code":"AR","type":"facility","lineage":["https://openalex.org/I151201029","https://openalex.org/I24354313","https://openalex.org/I4210123736","https://openalex.org/I4210144290","https://openalex.org/I4387155568"]}],"countries":["AR"],"is_corresponding":true,"raw_author_name":"Silvina Ponce Dawson","raw_affiliation_strings":["Departamento de F\u00edsica, FCEyN, UBA and IFIBA, CONICET, 1428 Buenos Aires, Argentina silvina@df.uba.ar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departamento de F\u00edsica, FCEyN, UBA and IFIBA, CONICET, 1428 Buenos Aires, Argentina silvina@df.uba.ar","institution_ids":["https://openalex.org/I4210144290"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065396462","display_name":"Guillermo Cecchi","orcid":"https://orcid.org/0000-0003-1013-8348"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Guillermo Cecchi","raw_affiliation_strings":["IBM T. J. Watson Research Center, Yorktown Heights, NY 10598, U.S.A. gcecchi@us.ibm.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM T. J. Watson Research Center, Yorktown Heights, NY 10598, U.S.A. gcecchi@us.ibm.com","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055430458","display_name":"Irina Rish","orcid":"https://orcid.org/0000-0001-6856-5057"},"institutions":[{"id":"https://openalex.org/I4210164802","display_name":"Mila - Quebec Artificial Intelligence Institute","ror":"https://ror.org/05c22rx21","country_code":"CA","type":"facility","lineage":["https://openalex.org/I4210164802"]},{"id":"https://openalex.org/I70931966","display_name":"Universit\u00e9 de Montr\u00e9al","ror":"https://ror.org/0161xgx34","country_code":"CA","type":"education","lineage":["https://openalex.org/I70931966"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Irina Rish","raw_affiliation_strings":["Mila\u2013Quebec Artificial Intelligence Institute, Universit\u00e9 de Montr\u00e9al, Montreal H3A OE8, Canada irina.rish@mila.quebec"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mila\u2013Quebec Artificial Intelligence Institute, Universit\u00e9 de Montr\u00e9al, Montreal H3A OE8, Canada irina.rish@mila.quebec","institution_ids":["https://openalex.org/I4210164802","https://openalex.org/I70931966"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5024477949","https://openalex.org/A5043037494","https://openalex.org/A5055430458","https://openalex.org/A5065396462","https://openalex.org/A5070547937","https://openalex.org/A5071318687","https://openalex.org/A5073953372","https://openalex.org/A5078547686","https://openalex.org/A5091293385","https://openalex.org/A5091863515","https://openalex.org/A5100763986","https://openalex.org/A5101892239"],"corresponding_institution_ids":["https://openalex.org/I1341412227","https://openalex.org/I201448701","https://openalex.org/I2802351361","https://openalex.org/I4210144290","https://openalex.org/I4210164802","https://openalex.org/I70931966"],"apc_list":null,"apc_paid":null,"fwci":0.5247,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.64134758,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"33","issue":"8","first_page":"2087","last_page":"2127"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9966999888420105,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9945999979972839,"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/interpretability","display_name":"Interpretability","score":0.7816465497016907},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6453620195388794},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5767685174942017},{"id":"https://openalex.org/keywords/autoregressive-model","display_name":"Autoregressive model","score":0.5515854954719543},{"id":"https://openalex.org/keywords/dynamical-systems-theory","display_name":"Dynamical systems theory","score":0.5369659662246704},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4996509552001953},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.4673711657524109},{"id":"https://openalex.org/keywords/ode","display_name":"Ode","score":0.4152787923812866},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4079602360725403},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.192277193069458},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.11110907793045044},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10387521982192993}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.7816465497016907},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6453620195388794},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5767685174942017},{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.5515854954719543},{"id":"https://openalex.org/C79379906","wikidata":"https://www.wikidata.org/wiki/Q3174497","display_name":"Dynamical systems theory","level":2,"score":0.5369659662246704},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4996509552001953},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4673711657524109},{"id":"https://openalex.org/C34862557","wikidata":"https://www.wikidata.org/wiki/Q178985","display_name":"Ode","level":2,"score":0.4152787923812866},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4079602360725403},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.192277193069458},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.11110907793045044},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10387521982192993},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015027","descriptor_name":"Zebrafish","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015027","descriptor_name":"Zebrafish","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015027","descriptor_name":"Zebrafish","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017711","descriptor_name":"Nonlinear Dynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017711","descriptor_name":"Nonlinear Dynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D017711","descriptor_name":"Nonlinear Dynamics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051381","descriptor_name":"Rats","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051381","descriptor_name":"Rats","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051381","descriptor_name":"Rats","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1162/neco_a_01401","is_oa":false,"landing_page_url":"https://doi.org/10.1162/neco_a_01401","pdf_url":null,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},{"id":"pmid:34310676","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34310676","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":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W316919195","https://openalex.org/W416630258","https://openalex.org/W1179800764","https://openalex.org/W1600765471","https://openalex.org/W1636703370","https://openalex.org/W1847315806","https://openalex.org/W1964248020","https://openalex.org/W1967375997","https://openalex.org/W1974192412","https://openalex.org/W1986294597","https://openalex.org/W1986842884","https://openalex.org/W1997462664","https://openalex.org/W2002475404","https://openalex.org/W2009375605","https://openalex.org/W2016765436","https://openalex.org/W2018255768","https://openalex.org/W2020196977","https://openalex.org/W2030105977","https://openalex.org/W2044278781","https://openalex.org/W2052296894","https://openalex.org/W2064675550","https://openalex.org/W2083402998","https://openalex.org/W2084771878","https://openalex.org/W2089315051","https://openalex.org/W2090636411","https://openalex.org/W2091824400","https://openalex.org/W2093334127","https://openalex.org/W2105934661","https://openalex.org/W2109455849","https://openalex.org/W2114714448","https://openalex.org/W2114809469","https://openalex.org/W2120575449","https://openalex.org/W2125923236","https://openalex.org/W2132786284","https://openalex.org/W2134266087","https://openalex.org/W2149525340","https://openalex.org/W2156435365","https://openalex.org/W2165616177","https://openalex.org/W2547071550","https://openalex.org/W2559655401","https://openalex.org/W2592962467","https://openalex.org/W2610332124","https://openalex.org/W2612690371","https://openalex.org/W2619381903","https://openalex.org/W2768663757","https://openalex.org/W2803973828","https://openalex.org/W2901710472","https://openalex.org/W2915941435","https://openalex.org/W2923636275","https://openalex.org/W2933192516","https://openalex.org/W2947626232","https://openalex.org/W2952918114","https://openalex.org/W2961360468","https://openalex.org/W2963638855","https://openalex.org/W2963869366","https://openalex.org/W2964061302","https://openalex.org/W2981673693","https://openalex.org/W2999026783","https://openalex.org/W2999296361","https://openalex.org/W3038836912","https://openalex.org/W3040511988","https://openalex.org/W3048423161","https://openalex.org/W3102003537","https://openalex.org/W3102747040","https://openalex.org/W3179731562","https://openalex.org/W4310301864","https://openalex.org/W6655446414","https://openalex.org/W6760776845","https://openalex.org/W6784581808","https://openalex.org/W7046094321"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W4390569940","https://openalex.org/W2888392564","https://openalex.org/W4361193272","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W2806259446","https://openalex.org/W2963326959","https://openalex.org/W4247136043","https://openalex.org/W4312407344"],"abstract_inverted_index":{"Many":[0],"natural":[1],"systems,":[2,67],"especially":[3],"biological":[4],"ones,":[5],"exhibit":[6],"complex":[7],"multivariate":[8,164],"nonlinear":[9,27],"dynamical":[10,74,161],"behaviors":[11],"that":[12,168,246],"can":[13,251],"be":[14],"hard":[15],"to":[16,112,149,220,223,233,259,273],"capture":[17,113],"by":[18,82,121,213],"linear":[19,195],"autoregressive":[20,196],"models.":[21],"On":[22],"the":[23,59,150,169,203,208,214,238],"other":[24],"hand,":[25],"generic":[26],"models":[28,99,172,197],"such":[29,47,66,68,126],"as":[30,48,69,101,127,178,254],"deep":[31],"recurrent":[32,239,266],"neural":[33,118,240,267],"networks":[34,241],"often":[35,53,218],"require":[36],"large":[37],"amounts":[38],"of":[39,61,73,94,117,153,159,201,210,265,279,291],"training":[40],"data,":[41],"not":[42],"always":[43],"available":[44],"in":[45,65,133,199,262,296],"domains":[46],"brain":[49,123,191,229],"imaging;":[50],"also,":[51],"they":[52],"lack":[54],"interpretability.":[55],"Domain":[56],"knowledge":[57],"about":[58],"types":[60],"dynamics":[62],"typically":[63],"observed":[64],"a":[70,84,92,114,144,157,255],"certain":[71],"type":[72],"systems":[75,162],"models,":[76,288],"could":[77],"complement":[78],"purely":[79],"data-driven":[80],"techniques":[81],"providing":[83],"good":[85],"prior.":[86],"In":[87],"this":[88],"work,":[89],"we":[90,244],"consider":[91],"class":[93],"ordinary":[95],"differential":[96],"equation":[97],"(ODE)":[98],"known":[100],"van":[102],"der":[103],"Pol":[104],"(VDP)":[105],"oscil":[106],"lators":[107],"and":[108,131,140,146,166,176,186,207,217,234,276,284,299],"evaluate":[109],"their":[110],"ability":[111],"low-dimensional":[115],"representation":[116],"activity":[119],"measured":[120],"different":[122,134,190],"imaging":[124,129],"modalities,":[125],"calcium":[128],"(CaI)":[130],"fMRI,":[132],"living":[135],"organisms:":[136],"larval":[137],"zebrafish,":[138],"rat,":[139],"human.":[141],"We":[142],"develop":[143],"novel":[145],"efficient":[147],"approach":[148],"nontrivial":[151],"problem":[152],"parameters":[154],"estimation":[155],"for":[156],"network":[158],"coupled":[160],"from":[163],"data":[165,204,225],"demonstrate":[167,245],"resulting":[170],"VDP":[171,193,249],"are":[173],"both":[174,202,274],"accurate":[175],"interpretable,":[177],"VDP's":[179],"coupling":[180,215],"matrix":[181],"reveals":[182],"anatomically":[183],"meaningful":[184],"excitatory":[185],"inhibitory":[187],"interactions":[188],"across":[189],"subsystems.":[192],"outperforms":[194],"(VAR)":[198],"terms":[200],"fit":[205],"accuracy":[206,264],"quality":[209],"insight":[211],"provided":[212],"matrices":[216],"tends":[219],"generalize":[221],"better":[222,236],"unseen":[224],"when":[226],"predicting":[227],"future":[228],"activity,":[230],"being":[231],"comparable":[232],"sometimes":[235],"than":[237],"(LSTMs).":[242],"Finally,":[243],"our":[247,270],"(generative)":[248],"model":[250],"also":[252],"serve":[253],"data-augmentation":[256],"tool":[257],"leading":[258],"marked":[260],"improvements":[261],"predictive":[263,287],"networks.":[268],"Thus,":[269],"work":[271],"contributes":[272],"basic":[275],"applied":[277],"dimensions":[278],"neuroimaging:":[280],"gaining":[281],"scientific":[282],"insights":[283],"improving":[285],"brain-based":[286],"an":[289],"area":[290],"potentially":[292],"high":[293],"practical":[294],"importance":[295],"clinical":[297],"diagnosis":[298],"neurotechnology.":[300]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}