{"id":"https://openalex.org/W3179382511","doi":"https://doi.org/10.1162/neco_a_01484","title":"Bayesian Brains and the R\u00e9nyi Divergence","display_name":"Bayesian Brains and the R\u00e9nyi Divergence","publication_year":2022,"publication_date":"2022-03-02","ids":{"openalex":"https://openalex.org/W3179382511","doi":"https://doi.org/10.1162/neco_a_01484","mag":"3179382511","pmid":"https://pubmed.ncbi.nlm.nih.gov/35231935"},"language":"en","primary_location":{"id":"doi:10.1162/neco_a_01484","is_oa":true,"landing_page_url":"https://doi.org/10.1162/neco_a_01484","pdf_url":"https://direct.mit.edu/neco/article-pdf/34/4/829/2003077/neco_a_01484.pdf","source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://direct.mit.edu/neco/article-pdf/34/4/829/2003077/neco_a_01484.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071633664","display_name":"Noor Sajid","orcid":"https://orcid.org/0000-0003-1904-2887"},"institutions":[{"id":"https://openalex.org/I165524941","display_name":"Wellcome Centre for Human Neuroimaging","ror":"https://ror.org/02704qw51","country_code":"GB","type":"facility","lineage":["https://openalex.org/I124357947","https://openalex.org/I165524941","https://openalex.org/I45129253","https://openalex.org/I87048295"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Noor Sajid","raw_affiliation_strings":["Wellcome Centre for Human Neuroimaging, University College London, London WC1N 3AR, U.K. noor.sajid.18@ucl.ac.uk","University College London\u2020"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wellcome Centre for Human Neuroimaging, University College London, London WC1N 3AR, U.K. noor.sajid.18@ucl.ac.uk","institution_ids":["https://openalex.org/I165524941","https://openalex.org/I45129253"]},{"raw_affiliation_string":"University College London\u2020","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013289052","display_name":"Francesco Faccio","orcid":null},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]},{"id":"https://openalex.org/I2614128279","display_name":"Dalle Molle Institute for Artificial Intelligence Research","ror":"https://ror.org/013355g38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Francesco Faccio","raw_affiliation_strings":["The Swiss AI Lab IDSIA, USI, SUPSI, 6962, Viganello, Lugano, Switzerland francesco@idsia.ch","Dalle Molle Institute for Artificial Intelligence Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Swiss AI Lab IDSIA, USI, SUPSI, 6962, Viganello, Lugano, Switzerland francesco@idsia.ch","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421"]},{"raw_affiliation_string":"Dalle Molle Institute for Artificial Intelligence Research","institution_ids":["https://openalex.org/I2614128279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087108547","display_name":"Lancelot Da Costa","orcid":"https://orcid.org/0000-0003-0126-4588"},"institutions":[{"id":"https://openalex.org/I165524941","display_name":"Wellcome Centre for Human Neuroimaging","ror":"https://ror.org/02704qw51","country_code":"GB","type":"facility","lineage":["https://openalex.org/I124357947","https://openalex.org/I165524941","https://openalex.org/I45129253","https://openalex.org/I87048295"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lancelot Da Costa","raw_affiliation_strings":["Department of Mathematics, Imperial College London, London SW7 2AZ, U.K. l.da-costa@imperial.ac.uk","Wellcome Centre for Human Neuroimaging, University College London, London WC1N 3AR, U.K","Imperial College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Imperial College London, London SW7 2AZ, U.K. l.da-costa@imperial.ac.uk","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"Wellcome Centre for Human Neuroimaging, University College London, London WC1N 3AR, U.K","institution_ids":["https://openalex.org/I165524941","https://openalex.org/I45129253"]},{"raw_affiliation_string":"Imperial College London","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023659945","display_name":"Thomas Parr","orcid":"https://orcid.org/0000-0001-5108-5743"},"institutions":[{"id":"https://openalex.org/I165524941","display_name":"Wellcome Centre for Human Neuroimaging","ror":"https://ror.org/02704qw51","country_code":"GB","type":"facility","lineage":["https://openalex.org/I124357947","https://openalex.org/I165524941","https://openalex.org/I45129253","https://openalex.org/I87048295"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Thomas Parr","raw_affiliation_strings":["Wellcome Centre for Human Neuroimaging, University College London, London WC1N 3AR, U.K. thomas.parr.12@ucl.ac.uk","University College London\u2020"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wellcome Centre for Human Neuroimaging, University College London, London WC1N 3AR, U.K. thomas.parr.12@ucl.ac.uk","institution_ids":["https://openalex.org/I165524941","https://openalex.org/I45129253"]},{"raw_affiliation_string":"University College London\u2020","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071172037","display_name":"J\u00fcrgen Schmidhuber","orcid":null},"institutions":[{"id":"https://openalex.org/I15196421","display_name":"University of Applied Sciences and Arts of Southern Switzerland","ror":"https://ror.org/05ep8g269","country_code":"CH","type":"education","lineage":["https://openalex.org/I15196421"]},{"id":"https://openalex.org/I2614128279","display_name":"Dalle Molle Institute for Artificial Intelligence Research","ror":"https://ror.org/013355g38","country_code":"CH","type":"facility","lineage":["https://openalex.org/I15196421","https://openalex.org/I2614128279","https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"J\u00fcrgen Schmidhuber","raw_affiliation_strings":["The Swiss AI Lab IDSIA, USI, SUPSI, 6962, Viganello, Lugano, Switzerland juergen@idsia.ch","Dalle Molle Institute for Artificial Intelligence Research"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Swiss AI Lab IDSIA, USI, SUPSI, 6962, Viganello, Lugano, Switzerland juergen@idsia.ch","institution_ids":["https://openalex.org/I2614128279","https://openalex.org/I15196421"]},{"raw_affiliation_string":"Dalle Molle Institute for Artificial Intelligence Research","institution_ids":["https://openalex.org/I2614128279"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086852785","display_name":"Karl Friston","orcid":"https://orcid.org/0000-0001-7984-8909"},"institutions":[{"id":"https://openalex.org/I165524941","display_name":"Wellcome Centre for Human Neuroimaging","ror":"https://ror.org/02704qw51","country_code":"GB","type":"facility","lineage":["https://openalex.org/I124357947","https://openalex.org/I165524941","https://openalex.org/I45129253","https://openalex.org/I87048295"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Karl Friston","raw_affiliation_strings":["Wellcome Centre for Human Neuroimaging, University College London, London WC1N 3AR, U.K. k.friston@ucl.ac.uk","University College London\u2020"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wellcome Centre for Human Neuroimaging, University College London, London WC1N 3AR, U.K. k.friston@ucl.ac.uk","institution_ids":["https://openalex.org/I165524941","https://openalex.org/I45129253"]},{"raw_affiliation_string":"University College London\u2020","institution_ids":["https://openalex.org/I45129253"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1145,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.37250378,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"34","issue":"4","first_page":"829","last_page":"855"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9972000122070312,"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":0.9972000122070312,"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/T12814","display_name":"Gaussian Processes and Bayesian Inference","score":0.9873999953269958,"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/T12261","display_name":"Statistical Mechanics and Entropy","score":0.9794999957084656,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/prior-probability","display_name":"Prior probability","score":0.7562278509140015},{"id":"https://openalex.org/keywords/divergence","display_name":"Divergence (linguistics)","score":0.5836147665977478},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5501046776771545},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5239477157592773},{"id":"https://openalex.org/keywords/bayesian-inference","display_name":"Bayesian inference","score":0.49794983863830566},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.482028603553772},{"id":"https://openalex.org/keywords/alpha","display_name":"Alpha (finance)","score":0.44976454973220825},{"id":"https://openalex.org/keywords/upper-and-lower-bounds","display_name":"Upper and lower bounds","score":0.44566383957862854},{"id":"https://openalex.org/keywords/posterior-probability","display_name":"Posterior probability","score":0.41794365644454956},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.3699977397918701},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.32005396485328674},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2596972584724426},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2027769386768341},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.08590611815452576}],"concepts":[{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.7562278509140015},{"id":"https://openalex.org/C207390915","wikidata":"https://www.wikidata.org/wiki/Q1230525","display_name":"Divergence (linguistics)","level":2,"score":0.5836147665977478},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5501046776771545},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5239477157592773},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.49794983863830566},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.482028603553772},{"id":"https://openalex.org/C64943373","wikidata":"https://www.wikidata.org/wiki/Q2651003","display_name":"Alpha (finance)","level":4,"score":0.44976454973220825},{"id":"https://openalex.org/C77553402","wikidata":"https://www.wikidata.org/wiki/Q13222579","display_name":"Upper and lower bounds","level":2,"score":0.44566383957862854},{"id":"https://openalex.org/C57830394","wikidata":"https://www.wikidata.org/wiki/Q278079","display_name":"Posterior probability","level":3,"score":0.41794365644454956},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3699977397918701},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.32005396485328674},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2596972584724426},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2027769386768341},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.08590611815452576},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C49453240","wikidata":"https://www.wikidata.org/wiki/Q1592163","display_name":"Construct validity","level":3,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C171606756","wikidata":"https://www.wikidata.org/wiki/Q506132","display_name":"Psychometrics","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001921","descriptor_name":"Brain","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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}],"locations_count":7,"locations":[{"id":"doi:10.1162/neco_a_01484","is_oa":true,"landing_page_url":"https://doi.org/10.1162/neco_a_01484","pdf_url":"https://direct.mit.edu/neco/article-pdf/34/4/829/2003077/neco_a_01484.pdf","source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},{"id":"pmid:35231935","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35231935","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},{"id":"pmh:oai:arXiv.org:2107.05438","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2107.05438","pdf_url":"https://arxiv.org/pdf/2107.05438","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"mag:3179382511","is_oa":true,"landing_page_url":"http://export.arxiv.org/pdf/2107.05438","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10145777","is_oa":false,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10145777/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"   Neural Computation     pp. 1-27.   (2022)     (In press).  ","raw_type":"Article"},{"id":"doi:10.48550/arxiv.2107.05438","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2107.05438","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"},{"id":"doi:10.12751/nncn.bc2021.p185","is_oa":true,"landing_page_url":"https://doi.org/10.12751/nncn.bc2021.p185","pdf_url":null,"source":{"id":"https://openalex.org/S7407052914","display_name":"German Neuroinformatics Node","issn_l":null,"issn":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.1162/neco_a_01484","is_oa":true,"landing_page_url":"https://doi.org/10.1162/neco_a_01484","pdf_url":"https://direct.mit.edu/neco/article-pdf/34/4/829/2003077/neco_a_01484.pdf","source":{"id":"https://openalex.org/S207023548","display_name":"Neural Computation","issn_l":"0899-7667","issn":["0899-7667","1530-888X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310315718","host_organization_name":"The MIT Press","host_organization_lineage":["https://openalex.org/P4310315718"],"host_organization_lineage_names":["The MIT Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computation","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2678574484","display_name":null,"funder_award_id":"203147/Z/16/Z","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G7982400489","display_name":null,"funder_award_id":"205103/Z/16/Z","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G969322555","display_name":null,"funder_award_id":"088130/Z/09/Z","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"}],"funders":[{"id":"https://openalex.org/F4320311904","display_name":"Wellcome Trust","ror":"https://ror.org/029chgv08"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W204310959","https://openalex.org/W1490667783","https://openalex.org/W1516111018","https://openalex.org/W1530235965","https://openalex.org/W1575578922","https://openalex.org/W1661992153","https://openalex.org/W1863227302","https://openalex.org/W1965555277","https://openalex.org/W1967826667","https://openalex.org/W1988454441","https://openalex.org/W2012418261","https://openalex.org/W2026653933","https://openalex.org/W2026799324","https://openalex.org/W2036317923","https://openalex.org/W2039511034","https://openalex.org/W2059320470","https://openalex.org/W2061868368","https://openalex.org/W2082206048","https://openalex.org/W2094438284","https://openalex.org/W2110984569","https://openalex.org/W2115979064","https://openalex.org/W2120340025","https://openalex.org/W2122882636","https://openalex.org/W2123611655","https://openalex.org/W2125133553","https://openalex.org/W2132003317","https://openalex.org/W2133166069","https://openalex.org/W2135713127","https://openalex.org/W2153580489","https://openalex.org/W2154562678","https://openalex.org/W2168405694","https://openalex.org/W2237059274","https://openalex.org/W2286419477","https://openalex.org/W2397262406","https://openalex.org/W2552810632","https://openalex.org/W2604086949","https://openalex.org/W2617660370","https://openalex.org/W2769704218","https://openalex.org/W2798709976","https://openalex.org/W2806056597","https://openalex.org/W2811289501","https://openalex.org/W2918957485","https://openalex.org/W2949279943","https://openalex.org/W2949847538","https://openalex.org/W2963383053","https://openalex.org/W2964318004","https://openalex.org/W2964466098","https://openalex.org/W2968387512","https://openalex.org/W2969071460","https://openalex.org/W2969927710","https://openalex.org/W2972527800","https://openalex.org/W2976973594","https://openalex.org/W3017990858","https://openalex.org/W3033108376","https://openalex.org/W3033115783","https://openalex.org/W3094945647","https://openalex.org/W3095485376","https://openalex.org/W3101380508","https://openalex.org/W3105339930","https://openalex.org/W3118769118","https://openalex.org/W3132290407","https://openalex.org/W3162970413","https://openalex.org/W3177219395"],"related_works":["https://openalex.org/W3134624650","https://openalex.org/W3103181734","https://openalex.org/W3122331005","https://openalex.org/W3126972261","https://openalex.org/W3104962057","https://openalex.org/W3041882334","https://openalex.org/W2184602175","https://openalex.org/W2785421637","https://openalex.org/W2023688891","https://openalex.org/W2261766011","https://openalex.org/W3151897644","https://openalex.org/W2806149891","https://openalex.org/W2761940481","https://openalex.org/W1919904520","https://openalex.org/W3161531382","https://openalex.org/W3002400088","https://openalex.org/W1992313784","https://openalex.org/W1622051407","https://openalex.org/W3123797870","https://openalex.org/W1900821486"],"abstract_inverted_index":{"Under":[0],"the":[1,71,84,113,147,154,175,182,203,221,227,233,241,270,273],"Bayesian":[2,277],"brain":[3,274],"hypothesis,":[4],"behavioral":[5,27,56,96,262],"variations":[6,125],"can":[7,80],"be":[8,81,151,179,214,240],"attributed":[9],"to":[10,70,94,150,161,178,189],"different":[11,120,135,140],"priors":[12,136],"over":[13,46],"generative":[14],"model":[15],"parameters.":[16],"This":[17,105,159,187],"provides":[18,254],"a":[19,39,91,116,255],"formal":[20,92],"explanation":[21,258],"for":[22,259],"why":[23],"individuals":[24,133],"exhibit":[25],"inconsistent":[26],"preferences":[28,37,263],"when":[29,220],"confronted":[30],"with":[31],"similar":[32],"choices.":[33],"For":[34],"example,":[35],"greedy":[36,194],"are":[38,68],"consequence":[40],"of":[41,55,202,230,264],"confident":[42],"(or":[43,75,266],"precise)":[44],"beliefs":[45],"certain":[47],"outcomes.":[48],"Here,":[49],"we":[50],"offer":[51],"an":[52,99],"alternative":[53],"account":[54],"variability":[57,167],"using":[58],"R\u00e9nyi":[59,66],"divergences":[60],"and":[61,79,123,137,165,193],"their":[62],"associated":[63],"variational":[64,72,148,163,176,191,252,276],"bounds.":[65],"bounds":[67,89],"analogous":[69],"free":[73],"energy":[74],"evidence":[76],"lower":[77],"bound)":[78],"derived":[82],"under":[83,269],"same":[85,228],"assumptions.":[86],"Importantly,":[87],"these":[88,210],"provide":[90],"way":[93],"establish":[95],"differences":[97,260],"through":[98,200],"\u03b1":[100,110,211],"parameter,":[101],"given":[102],"fixed":[103],"priors.":[104],"rests":[106],"on":[107],"changes":[108],"in":[109,126,168,226,243,261],"that":[111,209,272],"alter":[112],"bound":[114],"(on":[115],"continuous":[117],"scale),":[118],"inducing":[119],"posterior":[121,149,156,177,184,223],"estimates":[122,164],"consequent":[124],"behavior.":[127,170],"Thus,":[128],"it":[129],"looks":[130],"as":[131,232],"if":[132],"have":[134,138],"reached":[139],"conclusions.":[141],"More":[142],"specifically,":[143],"\u03b1\u21920+":[144],"optimization":[145,173],"constrains":[146,174],"positive":[152],"whenever":[153,181],"true":[155,183,222],"is":[157,185,224],"positive.":[158],"leads":[160,188],"mass-covering":[162],"increased":[166],"choice":[169],"Furthermore,":[171],"\u03b1\u2192+\u221e":[172],"zero":[180],"zero.":[186],"mass-seeking":[190],"posteriors":[192],"preferences.":[195],"We":[196,207],"exemplify":[197],"this":[198],"formulation":[199],"simulations":[201],"multiarmed":[204],"bandit":[205],"task.":[206],"note":[208],"parameterizations":[212],"may":[213,239],"especially":[215],"relevant":[216],"(i.e.,":[217],"shape":[218],"preferences)":[219],"not":[225],"family":[229],"distributions":[231],"assumed":[234],"(simpler)":[235],"approximate":[236],"density,":[237],"which":[238],"case":[242],"many":[244],"real-world":[245],"scenarios.":[246],"The":[247],"ensuing":[248],"departure":[249],"from":[250],"vanilla":[251],"inference":[253],"potentially":[256],"useful":[257],"biological":[265],"artificial)":[267],"agents":[268],"assumption":[271],"performs":[275],"inference.":[278]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-01T08:55:40.977307","created_date":"2025-10-10T00:00:00"}