{"id":"https://openalex.org/W7224494605","doi":"https://doi.org/10.31234/osf.io/6j43m_v1","title":"Beyond individual features: Identifying computational principles in perceiving visual beauty","display_name":"Beyond individual features: Identifying computational principles in perceiving visual beauty","publication_year":2026,"publication_date":"2026-10-29","ids":{"openalex":"https://openalex.org/W7224494605","doi":"https://doi.org/10.31234/osf.io/6j43m_v1"},"language":"en","primary_location":{"id":"doi:10.31234/osf.io/6j43m_v1","doi":"https://doi.org/10.31234/osf.io/6j43m_v1","is_oa":true,"landing_page_url":"https://doi.org/10.31234/osf.io/6j43m_v1","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.31234/osf.io/6j43m_v1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019132265","display_name":"Mustafa Alperen Ekinci","orcid":"https://orcid.org/0009-0000-5286-7755","observed_orcids":["https://orcid.org/0009-0000-5286-7755"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mustafa Alperen Ekinci","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0009-0000-5286-7755","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081127550","display_name":"Philipp Flieger","orcid":"https://orcid.org/0009-0009-1825-0095","observed_orcids":["https://orcid.org/0009-0009-1825-0095"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Philipp Flieger","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5074058728","display_name":"DANIEL H. KAISER","orcid":"https://orcid.org/0000-0002-9007-3160","observed_orcids":["https://orcid.org/0000-0002-9007-3160"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Daniel Kaiser","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0002-9007-3160","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12650","display_name":"Aesthetic Perception and Analysis","score":0.9984999895095825,"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/T12650","display_name":"Aesthetic Perception and Analysis","score":0.9984999895095825,"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":0.001500000013038516,"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/T11094","display_name":"Face Recognition and Perception","score":0.0,"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/visual-beauty","display_name":"visual beauty","score":0.9160000085830688},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.8209999799728394},{"id":"https://openalex.org/keywords/integrative-processing","display_name":"integrative processing","score":0.8709999918937683},{"id":"https://openalex.org/keywords/empirical-aesthetics","display_name":"empirical aesthetics","score":0.5170000195503235}],"concepts":[{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6446999907493591},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.6384000182151794},{"id":"https://openalex.org/C2780620123","wikidata":"https://www.wikidata.org/wiki/Q7242","display_name":"Beauty","level":2,"score":0.6097000241279602},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.5863999724388123},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5357999801635742},{"id":"https://openalex.org/C178253425","wikidata":"https://www.wikidata.org/wiki/Q162668","display_name":"Visual perception","level":3,"score":0.4878999888896942},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.486299991607666},{"id":"https://openalex.org/C2778251979","wikidata":"https://www.wikidata.org/wiki/Q7936617","display_name":"Visual processing","level":3,"score":0.4814000129699707},{"id":"https://openalex.org/C15123163","wikidata":"https://www.wikidata.org/wiki/Q500096","display_name":"Psychophysics","level":3,"score":0.39879998564720154},{"id":"https://openalex.org/C15286952","wikidata":"https://www.wikidata.org/wiki/Q8037925","display_name":"Computational neuroscience","level":2,"score":0.38929998874664307},{"id":"https://openalex.org/C2779918689","wikidata":"https://www.wikidata.org/wiki/Q3771842","display_name":"Stimulus (psychology)","level":2,"score":0.3720000088214874},{"id":"https://openalex.org/C2778061373","wikidata":"https://www.wikidata.org/wiki/Q1315146","display_name":"Predictive coding","level":3,"score":0.36469998955726624},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.35109999775886536},{"id":"https://openalex.org/C200220432","wikidata":"https://www.wikidata.org/wiki/Q7936208","display_name":"Vision science","level":2,"score":0.35089999437332153},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3495999872684479},{"id":"https://openalex.org/C160086991","wikidata":"https://www.wikidata.org/wiki/Q5939193","display_name":"Human visual system model","level":3,"score":0.34779998660087585},{"id":"https://openalex.org/C77637269","wikidata":"https://www.wikidata.org/wiki/Q7002051","display_name":"Neural coding","level":2,"score":0.34769999980926514},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.33980000019073486},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.33329999446868896},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.33250001072883606},{"id":"https://openalex.org/C129564537","wikidata":"https://www.wikidata.org/wiki/Q1460873","display_name":"Neural correlates of consciousness","level":3,"score":0.31790000200271606},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3156000077724457},{"id":"https://openalex.org/C135798126","wikidata":"https://www.wikidata.org/wiki/Q2167279","display_name":"Top-down and bottom-up design","level":2,"score":0.3098999857902527},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.29280000925064087},{"id":"https://openalex.org/C188255311","wikidata":"https://www.wikidata.org/wiki/Q7256388","display_name":"Psychological research","level":2,"score":0.2892000079154968},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.28839999437332153},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.2777999937534332},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C2776608160","wikidata":"https://www.wikidata.org/wiki/Q4785462","display_name":"Natural (archaeology)","level":2,"score":0.2583000063896179}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.31234/osf.io/6j43m_v1","doi":"https://doi.org/10.31234/osf.io/6j43m_v1","is_oa":true,"landing_page_url":"https://doi.org/10.31234/osf.io/6j43m_v1","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"doi:10.31234/osf.io/6j43m_v2","doi":"https://doi.org/10.31234/osf.io/6j43m_v2","is_oa":true,"landing_page_url":"https://doi.org/10.31234/osf.io/6j43m_v2","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"pmh:oai:share.osf.io:dac7563b-fa64-4353-b229-c1f066f4ac14","doi":null,"is_oa":true,"landing_page_url":"https://osf.io/6j43m","pdf_url":null,"source":{"id":"https://openalex.org/S4306401687","display_name":"PsyArXiv (OSF Preprints)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2799848540","host_organization_name":"Center for Open Science","host_organization_lineage":["https://openalex.org/I2799848540"],"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":"Preprint"}],"best_oa_location":{"id":"doi:10.31234/osf.io/6j43m_v1","doi":"https://doi.org/10.31234/osf.io/6j43m_v1","is_oa":true,"landing_page_url":"https://doi.org/10.31234/osf.io/6j43m_v1","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4392388672","https://openalex.org/W4402904799","https://openalex.org/W4389303869","https://openalex.org/W3095715037","https://openalex.org/W3213026724","https://openalex.org/W4410197118","https://openalex.org/W7168018885","https://openalex.org/W3176278314","https://openalex.org/W4317895869","https://openalex.org/W7128544844"],"abstract_inverted_index":{"Prior":[0],"research":[1,79],"in":[2,70,90,116,139,170],"empirical":[3],"aesthetics":[4],"has":[5,106],"related":[6,123],"beauty":[7,83,129,156],"to":[8,84,124],"visual":[9,23,82,88,134,240],"features":[10,37],"like":[11,206],"curvature,":[12],"color,":[13],"or":[14],"shape.":[15],"Although":[16],"these":[17,159],"feature-based":[18,53,219,224],"accounts":[19],"have":[20],"identified":[21,107],"reliable":[22],"correlates":[24],"of":[25,66,78,87,102,149,173,237],"beauty,":[26,126,174],"the":[27,64,85,95,145,171,212],"literature":[28],"on":[29,51],"feature":[30],"preferences":[31],"is":[32],"highly":[33],"fragmented,":[34],"with":[35,55,218,226],"individual":[36,40],"studied":[38],"for":[39,166,180],"stimulus":[41],"domains.":[42],"Here,":[43],"we":[44,161],"argue":[45],"that":[46,62,128,199],"making":[47],"further":[48],"progress":[49],"hinges":[50],"complementing":[52,223],"approaches":[54,56],"aimed":[57],"at":[58,182],"distilling":[59],"computational":[60,71,109,168,229],"principles":[61,169,188,198,230],"underlie":[63],"perception":[65,172],"beauty.":[67],"Recent":[68],"advances":[69],"neuroscience":[72],"can":[73],"drive":[74],"this":[75,104,204],"new":[76,213],"line":[77],"by":[80],"linking":[81],"coding":[86],"information":[89],"artificial":[91,117,140,177],"neural":[92,178],"networks":[93,179],"and":[94,118,141,154,184,192,209,234,246],"biological":[96,119,142],"brain.":[97],"We":[98,195],"highlight":[99],"two":[100],"examples":[101],"how":[103,211],"approach":[105],"overarching":[108],"principles.":[110],"First,":[111],"metabolic":[112],"processing":[113,138],"costs,":[114],"both":[115],"vision,":[120],"are":[121,242,248],"inversely":[122],"perceived":[125,243],"suggesting":[127],"may":[130],"reflect":[131],"energy-efficient,":[132],"fluent":[133],"coding.":[135],"Second,":[136],"integrative":[137],"vision":[143],"captures":[144],"efficient":[146],"spatial":[147],"representation":[148],"image":[150],"elements":[151],"across":[152],"space":[153],"predicts":[155],"ratings.":[157],"Synthesizing":[158],"findings,":[160],"derive":[162],"a":[163,232],"neuro-computational":[164],"framework":[165],"assessing":[167],"which":[175],"uses":[176],"exploration":[181],"scale":[183],"then":[185],"validates":[186],"candidate":[187,197],"using":[189,203],"human":[190],"behavior":[191],"brain":[193],"data.":[194],"discuss":[196],"could":[200,215],"be":[201,216],"explored":[202],"approach,":[205],"spatiotemporal":[207],"predictability,":[208],"delineate":[210],"insights":[214],"reconciled":[217],"approaches.":[220],"In":[221],"conclusion,":[222],"studies":[225,227],"targeting":[228],"promises":[231],"comprehensive":[233],"mechanistic":[235],"understanding":[236],"why":[238],"certain":[239],"stimuli":[241],"as":[244],"beautiful,":[245],"others":[247],"not.":[249]},"counts_by_year":[],"updated_date":"2026-11-03T10:50:19.383937","created_date":"2026-10-30T00:00:00"}