{"id":"https://openalex.org/W7169869090","doi":"https://doi.org/10.48550/arxiv.2607.17800","title":"The Concept of Representation in ML: Beyond Plato and Aristotle","display_name":"The Concept of Representation in ML: Beyond Plato and Aristotle","publication_year":2026,"publication_date":"2026-07-20","ids":{"openalex":"https://openalex.org/W7169869090","doi":"https://doi.org/10.48550/arxiv.2607.17800"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2607.17800","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.17800","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2607.17800","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113244351","display_name":"Gilad Landau","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Landau, Gilad","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5034699584","display_name":"Aviv Keren","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Keren, Aviv","raw_affiliation_strings":[],"raw_orcid":null,"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/T11883","display_name":"Embodied and Extended Cognition","score":0.4596000015735626,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11883","display_name":"Embodied and Extended Cognition","score":0.4596000015735626,"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/T10656","display_name":"Child and Animal Learning Development","score":0.10970000177621841,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10258","display_name":"Philosophy and Theoretical Science","score":0.09650000184774399,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.7692999839782715},{"id":"https://openalex.org/keywords/metaphysics","display_name":"Metaphysics","score":0.6417999863624573},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6071000099182129},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5633999705314636},{"id":"https://openalex.org/keywords/mental-representation","display_name":"Mental representation","score":0.550599992275238},{"id":"https://openalex.org/keywords/philosophy-of-language","display_name":"Philosophy of language","score":0.47920000553131104},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.42809998989105225}],"concepts":[{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.7692999839782715},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.7257999777793884},{"id":"https://openalex.org/C182744844","wikidata":"https://www.wikidata.org/wiki/Q35277","display_name":"Metaphysics","level":2,"score":0.6417999863624573},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6071000099182129},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5633999705314636},{"id":"https://openalex.org/C96199812","wikidata":"https://www.wikidata.org/wiki/Q2145290","display_name":"Mental representation","level":3,"score":0.550599992275238},{"id":"https://openalex.org/C123556308","wikidata":"https://www.wikidata.org/wiki/Q484761","display_name":"Philosophy of language","level":3,"score":0.47920000553131104},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.42809998989105225},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.4189000129699707},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.3873000144958496},{"id":"https://openalex.org/C24726157","wikidata":"https://www.wikidata.org/wiki/Q23407","display_name":"Philosophy of mind","level":3,"score":0.38670000433921814},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38499999046325684},{"id":"https://openalex.org/C110099512","wikidata":"https://www.wikidata.org/wiki/Q59115","display_name":"Philosophy of science","level":2,"score":0.375},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.33709999918937683},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31139999628067017},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.3061999976634979},{"id":"https://openalex.org/C55520563","wikidata":"https://www.wikidata.org/wiki/Q2573697","display_name":"Computational theory of mind","level":4,"score":0.27869999408721924},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.27480000257492065},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.2736999988555908},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.2606000006198883}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2607.17800","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.17800","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2607.17800","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2607.17800","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.43292635679244995,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Representation":[0,78],"is":[1,52,85,121,132],"a":[2,88],"central":[3],"concept":[4],"in":[5,75,107,124],"modern":[6],"machine":[7],"learning,":[8],"where":[9],"it":[10],"usually":[11],"refers":[12],"to":[13,81],"internal":[14],"encodings":[15],"that":[16,50,114],"support":[17],"learning":[18],"and":[19,24,100,138],"generalization.":[20],"As":[21],"models":[22],"scale":[23],"their":[25],"capabilities":[26],"become":[27],"increasingly":[28],"human-level,":[29],"this":[30,51,83,95],"representational":[31,62],"language":[32],"sometimes":[33],"shifts":[34],"from":[35,102],"an":[36],"engineering":[37],"context":[38],"into":[39],"the":[40,53,59,72,108],"more":[41],"philosophically":[42],"loaded":[43],"domain":[44],"of":[45,61,91,110],"mental":[46,105],"representation.":[47],"We":[48,93,112],"argue":[49,113],"case":[54],"for":[55,134,141],"recent":[56],"claims":[57],"about":[58,104],"convergence":[60,84],"properties":[63],"across":[64],"different":[65],"AI":[66],"models.":[67],"In":[68],"particular,":[69],"we":[70],"assess":[71],"arguments":[73,99],"developed":[74],"The":[76],"Platonic":[77],"Hypothesis,":[79],"according":[80],"which":[82],"driven":[86],"by":[87,97],"unified":[89],"structure":[90],"reality.":[92],"examine":[94],"claim":[96],"introducing":[98],"ideas":[101],"debates":[103],"representation":[106],"philosophy":[109],"mind.":[111],"these":[115],"philosophical":[116],"resources":[117],"can":[118],"clarify":[119],"what":[120],"at":[122],"stake":[123],"such":[125],"claims,":[126],"explain":[127],"why":[128],"alignment":[129],"evidence":[130],"alone":[131],"insufficient":[133],"strong":[135],"metaphysical":[136],"conclusions,":[137],"suggest":[139],"directions":[140],"future":[142],"research.":[143]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-07-22T00:00:00"}