{"id":"https://openalex.org/W4415524986","doi":"https://doi.org/10.1371/journal.pcbi.1013587","title":"Manifold transform by recurrent cortical circuit enhances robust encoding of familiar stimuli","display_name":"Manifold transform by recurrent cortical circuit enhances robust encoding of familiar stimuli","publication_year":2025,"publication_date":"2025-10-24","ids":{"openalex":"https://openalex.org/W4415524986","doi":"https://doi.org/10.1371/journal.pcbi.1013587","pmid":"https://pubmed.ncbi.nlm.nih.gov/41134866"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pcbi.1013587","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1013587","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1371/journal.pcbi.1013587","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108155075","display_name":"Weifan Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086114","display_name":"Center for the Neural Basis of Cognition","ror":"https://ror.org/00jfeg660","country_code":"US","type":"facility","lineage":["https://openalex.org/I170201317","https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Weifan Wang","raw_affiliation_strings":["Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","Neuroscience Institute, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"raw_affiliation_string":"Neuroscience Institute, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047520993","display_name":"Xueyan Niu","orcid":"https://orcid.org/0000-0001-5713-1739"},"institutions":[{"id":"https://openalex.org/I4210086114","display_name":"Center for the Neural Basis of Cognition","ror":"https://ror.org/00jfeg660","country_code":"US","type":"facility","lineage":["https://openalex.org/I170201317","https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Xueyan Niu","raw_affiliation_strings":["Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I4210086114","https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073191300","display_name":"Liyuan Liang","orcid":"https://orcid.org/0000-0003-2096-028X"},"institutions":[{"id":"https://openalex.org/I4210086114","display_name":"Center for the Neural Basis of Cognition","ror":"https://ror.org/00jfeg660","country_code":"US","type":"facility","lineage":["https://openalex.org/I170201317","https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Liyuan Liang","raw_affiliation_strings":["Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","Neuroscience Institute, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"raw_affiliation_string":"Neuroscience Institute, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007833782","display_name":"Tai Sing Lee","orcid":"https://orcid.org/0000-0003-4483-5694"},"institutions":[{"id":"https://openalex.org/I4210086114","display_name":"Center for the Neural Basis of Cognition","ror":"https://ror.org/00jfeg660","country_code":"US","type":"facility","lineage":["https://openalex.org/I170201317","https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Tai-Sing Lee","raw_affiliation_strings":["Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","Computer Science Department, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","Neuroscience Institute, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America"],"raw_orcid":"https://orcid.org/0000-0003-4483-5694","affiliations":[{"raw_affiliation_string":"Center for the Neural Basis of Cognition, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I4210086114","https://openalex.org/I74973139"]},{"raw_affiliation_string":"Computer Science Department, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Neuroscience Institute, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5007833782","https://openalex.org/A5047520993","https://openalex.org/A5073191300","https://openalex.org/A5108155075"],"corresponding_institution_ids":["https://openalex.org/I4210086114","https://openalex.org/I74973139"],"apc_list":{"value":2655,"currency":"USD","value_usd":2655},"apc_paid":{"value":2655,"currency":"USD","value_usd":2655},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27565582,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"21","issue":"10","first_page":"e1013587","last_page":"e1013587"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9998000264167786,"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":0.9998000264167786,"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/T10427","display_name":"Visual perception and processing mechanisms","score":0.9994999766349792,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9901999831199646,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/receptive-field","display_name":"Receptive field","score":0.8335000276565552},{"id":"https://openalex.org/keywords/surround-suppression","display_name":"Surround suppression","score":0.7771000266075134},{"id":"https://openalex.org/keywords/hebbian-theory","display_name":"Hebbian theory","score":0.727400004863739},{"id":"https://openalex.org/keywords/stimulus","display_name":"Stimulus (psychology)","score":0.6365000009536743},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.6266000270843506},{"id":"https://openalex.org/keywords/visual-cortex","display_name":"Visual cortex","score":0.5091000199317932},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4453999996185303},{"id":"https://openalex.org/keywords/winner-take-all","display_name":"Winner-take-all","score":0.42559999227523804},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.41819998621940613},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.4074999988079071}],"concepts":[{"id":"https://openalex.org/C19071747","wikidata":"https://www.wikidata.org/wiki/Q1755207","display_name":"Receptive field","level":2,"score":0.8335000276565552},{"id":"https://openalex.org/C198381616","wikidata":"https://www.wikidata.org/wiki/Q17157188","display_name":"Surround suppression","level":4,"score":0.7771000266075134},{"id":"https://openalex.org/C111437709","wikidata":"https://www.wikidata.org/wiki/Q1277874","display_name":"Hebbian theory","level":3,"score":0.727400004863739},{"id":"https://openalex.org/C2779918689","wikidata":"https://www.wikidata.org/wiki/Q3771842","display_name":"Stimulus (psychology)","level":2,"score":0.6365000009536743},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.6266000270843506},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5436000227928162},{"id":"https://openalex.org/C2779345533","wikidata":"https://www.wikidata.org/wiki/Q75785","display_name":"Visual cortex","level":2,"score":0.5091000199317932},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.45980000495910645},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45570001006126404},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4453999996185303},{"id":"https://openalex.org/C168976158","wikidata":"https://www.wikidata.org/wiki/Q769931","display_name":"Winner-take-all","level":3,"score":0.42559999227523804},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.41819998621940613},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.4074999988079071},{"id":"https://openalex.org/C118403218","wikidata":"https://www.wikidata.org/wiki/Q43283","display_name":"Biological neural network","level":2,"score":0.3939000070095062},{"id":"https://openalex.org/C77637269","wikidata":"https://www.wikidata.org/wiki/Q7002051","display_name":"Neural coding","level":2,"score":0.3889999985694885},{"id":"https://openalex.org/C178253425","wikidata":"https://www.wikidata.org/wiki/Q162668","display_name":"Visual perception","level":3,"score":0.385699987411499},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.385699987411499},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.37700000405311584},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.3668999969959259},{"id":"https://openalex.org/C40743351","wikidata":"https://www.wikidata.org/wiki/Q7002049","display_name":"Neural decoding","level":3,"score":0.3425000011920929},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.32600000500679016},{"id":"https://openalex.org/C529865628","wikidata":"https://www.wikidata.org/wiki/Q1790740","display_name":"Manifold (fluid mechanics)","level":2,"score":0.31949999928474426},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.31450000405311584},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.2992999851703644},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C119088629","wikidata":"https://www.wikidata.org/wiki/Q558363","display_name":"Visual system","level":3,"score":0.29490000009536743},{"id":"https://openalex.org/C2780509455","wikidata":"https://www.wikidata.org/wiki/Q7380","display_name":"Primate","level":2,"score":0.28040000796318054},{"id":"https://openalex.org/C3832189","wikidata":"https://www.wikidata.org/wiki/Q8588916","display_name":"Models of neural computation","level":3,"score":0.2784999907016754},{"id":"https://openalex.org/C117838684","wikidata":"https://www.wikidata.org/wiki/Q533483","display_name":"Local field potential","level":2,"score":0.2752000093460083},{"id":"https://openalex.org/C2780196419","wikidata":"https://www.wikidata.org/wiki/Q1762173","display_name":"Nerve net","level":2,"score":0.2678000032901764},{"id":"https://openalex.org/C2778794669","wikidata":"https://www.wikidata.org/wiki/Q43054","display_name":"Neuron","level":2,"score":0.2587999999523163},{"id":"https://openalex.org/C2908832724","wikidata":"https://www.wikidata.org/wiki/Q7187600","display_name":"Photic Stimulation","level":4,"score":0.2547999918460846},{"id":"https://openalex.org/C94487597","wikidata":"https://www.wikidata.org/wiki/Q11101","display_name":"Sensory system","level":2,"score":0.25459998846054077}],"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":"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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009415","descriptor_name":"Nerve Net","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D010775","descriptor_name":"Photic Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010775","descriptor_name":"Photic Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010775","descriptor_name":"Photic Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010775","descriptor_name":"Photic Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010775","descriptor_name":"Photic Stimulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D014793","descriptor_name":"Visual Cortex","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D021641","descriptor_name":"Recognition, Psychology","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1371/journal.pcbi.1013587","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1013587","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},{"id":"pmid:41134866","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41134866","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":"PLoS computational biology","raw_type":null},{"id":"pmh:oai:doaj.org/article:383ae899ae4744fea9a47590eb9276da","is_oa":true,"landing_page_url":"https://doaj.org/article/383ae899ae4744fea9a47590eb9276da","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":"PLoS Computational Biology, Vol 21, Iss 10, p e1013587 (2025)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:11359488","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12551896","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":null,"raw_type":"Text"},{"id":"pmh:oai:figshare.com:article/30494462","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal contribution"}],"best_oa_location":{"id":"doi:10.1371/journal.pcbi.1013587","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1013587","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7959282124","display_name":null,"funder_award_id":"CISE IIS2420348","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1595026169","https://openalex.org/W1892402995","https://openalex.org/W1988013646","https://openalex.org/W1988887307","https://openalex.org/W1990037101","https://openalex.org/W1991233288","https://openalex.org/W2001204826","https://openalex.org/W2025539936","https://openalex.org/W2026738815","https://openalex.org/W2039814229","https://openalex.org/W2039881289","https://openalex.org/W2052268049","https://openalex.org/W2053051109","https://openalex.org/W2053186076","https://openalex.org/W2058670155","https://openalex.org/W2059314946","https://openalex.org/W2073895917","https://openalex.org/W2093807483","https://openalex.org/W2101926813","https://openalex.org/W2102744370","https://openalex.org/W2107032718","https://openalex.org/W2121277032","https://openalex.org/W2132272758","https://openalex.org/W2135958744","https://openalex.org/W2145889472","https://openalex.org/W2146444479","https://openalex.org/W2152802607","https://openalex.org/W2168798147","https://openalex.org/W2177591550","https://openalex.org/W2293414805","https://openalex.org/W2323067647","https://openalex.org/W2432567885","https://openalex.org/W2892365741","https://openalex.org/W2919115771","https://openalex.org/W3200345763","https://openalex.org/W3215511989","https://openalex.org/W4205969993","https://openalex.org/W4252182960","https://openalex.org/W4396673704"],"related_works":[],"abstract_inverted_index":{"A":[0],"ubiquitous":[1],"phenomenon":[2],"observed":[3],"along":[4],"the":[5,9,15,24,30,33,37,55,62,78,122,134,144,150,162,179,194],"ventral":[6],"stream":[7],"of":[8,17,29,32,58,65,81,96,116,136,139,161,186],"primate":[10],"hierarchical":[11],"visual":[12,39],"system":[13],"is":[14],"suppression":[16,31,83],"neural":[18,34,79,89,145],"responses":[19],"to":[20,44,106,149,202],"familiar":[21,45,110,141,155],"stimuli":[22,46,111],"at":[23],"population":[25],"level.":[26],"The":[27,130],"observation":[28],"response":[35,146],"in":[36,52,143,158],"early":[38],"cortex":[40],"(V1":[41],"and":[42,84,100,168,189],"V2)":[43],"that":[47,86,121,174],"are":[48],"multiple":[49],"times":[50],"larger":[51],"size":[53],"than":[54],"receptive":[56,102],"fields":[57],"individual":[59],"neurons":[60,97],"implicates":[61],"plausible":[63],"development":[64],"recurrent":[66,88,124,131,176,200],"circuits":[67],"for":[68,152,211],"encoding":[69],"these":[70],"global":[71,109,163],"stimuli.":[72],"In":[73],"this":[74],"work,":[75],"we":[76],"investigated":[77],"mechanisms":[80],"familiarity":[82,117],"showed":[85],"a":[87,114,127,140,175,183],"circuit":[90,125,132,177],"based":[91],"on":[92],"Hebbian":[93],"learning,":[94],"consisting":[95],"with":[98],"small":[99],"local":[101,195],"fields,":[103],"can":[104],"develop":[105],"encode":[107],"specific":[108],"robustly":[112],"as":[113],"result":[115],"training.":[118],"We":[119,172],"proposed":[120],"learned":[123],"implements":[126,178],"manifold":[128,147,180],"transform.":[129],"compresses":[133],"dimensions":[135,151],"nuisance":[137],"variations":[138],"image":[142],"relative":[148],"discriminating":[153],"different":[154],"stimuli,":[156],"resulting":[157],"increased":[159],"robustness":[160],"stimulus":[164],"representation":[165],"against":[166],"noise":[167],"other":[169],"irrelevant":[170],"perturbations.":[171],"demonstrate":[173],"transform":[181],"using":[182],"mixed":[184],"strategy":[185],"locally":[187],"linear":[188,196],"globally":[190],"nonlinear":[191],"computations,":[192],"where":[193],"computation":[197],"selectively":[198],"redistributes":[199],"gain":[201],"enhance":[203],"concept":[204],"discrimination.":[205],"These":[206],"results":[207],"provide":[208],"testable":[209],"predictions":[210],"neurophysiological":[212],"experiments.":[213]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-24T00:00:00"}
