{"id":"https://openalex.org/W4405172804","doi":"https://doi.org/10.1145/3749991","title":"Tabular Transformers Meet Relational Databases","display_name":"Tabular Transformers Meet Relational Databases","publication_year":2025,"publication_date":"2025-07-22","ids":{"openalex":"https://openalex.org/W4405172804","doi":"https://doi.org/10.1145/3749991"},"language":"en","primary_location":{"id":"doi:10.1145/3749991","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3749991","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2412.05218","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115057035","display_name":"Jakub Pele\u0161ka","orcid":"https://orcid.org/0009-0000-8561-8106"},"institutions":[{"id":"https://openalex.org/I44504214","display_name":"Czech Technical University in Prague","ror":"https://ror.org/03kqpb082","country_code":"CZ","type":"education","lineage":["https://openalex.org/I44504214"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Jakub Pele\u0161ka","raw_affiliation_strings":["Czech Technical University, Prague, Czech Republic"],"raw_orcid":"https://orcid.org/0009-0000-8561-8106","affiliations":[{"raw_affiliation_string":"Czech Technical University, Prague, Czech Republic","institution_ids":["https://openalex.org/I44504214"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070997427","display_name":"Gustav \u0160\u00edr","orcid":"https://orcid.org/0000-0001-6964-4232"},"institutions":[{"id":"https://openalex.org/I44504214","display_name":"Czech Technical University in Prague","ror":"https://ror.org/03kqpb082","country_code":"CZ","type":"education","lineage":["https://openalex.org/I44504214"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Gustav \u0160\u00edr","raw_affiliation_strings":["Czech Technical University, Prague, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0001-6964-4232","affiliations":[{"raw_affiliation_string":"Czech Technical University, Prague, Czech Republic","institution_ids":["https://openalex.org/I44504214"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5421,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.79213819,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"16","issue":"5","first_page":"1","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.37560001015663147,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.37560001015663147,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.1378999948501587,"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/T10028","display_name":"Topic Modeling","score":0.08720000088214874,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.6153301000595093},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.5928454399108887},{"id":"https://openalex.org/keywords/relational-database","display_name":"Relational database","score":0.550960123538971},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4856644868850708},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23764365911483765},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.16149839758872986}],"concepts":[{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6153301000595093},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.5928454399108887},{"id":"https://openalex.org/C5655090","wikidata":"https://www.wikidata.org/wiki/Q192588","display_name":"Relational database","level":2,"score":0.550960123538971},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4856644868850708},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23764365911483765},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.16149839758872986},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3749991","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3749991","pdf_url":null,"source":{"id":"https://openalex.org/S2492086750","display_name":"ACM Transactions on Intelligent Systems and Technology","issn_l":"2157-6904","issn":["2157-6904","2157-6912"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Intelligent Systems and Technology","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2412.05218","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.05218","pdf_url":"https://arxiv.org/pdf/2412.05218","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2412.05218","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2412.05218","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":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2412.05218","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.05218","pdf_url":"https://arxiv.org/pdf/2412.05218","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1187200520","display_name":null,"funder_award_id":"24-11664S","funder_id":"https://openalex.org/F4320321006","funder_display_name":"Grantov\u00e1 Agentura \u010cesk\u00e9 Republiky"}],"funders":[{"id":"https://openalex.org/F4320321006","display_name":"Grantov\u00e1 Agentura \u010cesk\u00e9 Republiky","ror":"https://ror.org/01pv73b02"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405172804.pdf","grobid_xml":"https://content.openalex.org/works/W4405172804.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W4310390625","https://openalex.org/W3156254449","https://openalex.org/W2953192040","https://openalex.org/W2295598076","https://openalex.org/W4281826654","https://openalex.org/W2892880750","https://openalex.org/W4313491962","https://openalex.org/W6600605178","https://openalex.org/W1976743651","https://openalex.org/W2150475393","https://openalex.org/W2116341502","https://openalex.org/W2604314403","https://openalex.org/W3216660278","https://openalex.org/W2808610674","https://openalex.org/W103340358","https://openalex.org/W2759136286","https://openalex.org/W2907492528","https://openalex.org/W2965857891"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Transformer":[0],"models":[1,93],"have":[2],"continuously":[3],"expanded":[4],"into":[5],"all":[6],"machine":[7],"learning":[8,57,72],"domains":[9],"convertible":[10],"to":[11,27,49],"the":[12,28,50,67,81],"underlying":[13],"sequence-to-sequence":[14],"representation,":[15],"including":[16],"tabular":[17,59],"data.":[18],"However,":[19],"while":[20],"ubiquitous,":[21],"this":[22,37,112],"representation":[23,74],"restricts":[24],"its":[25],"extension":[26],"more":[29],"general":[30],"case":[31],"of":[32,58,70,91,103,111,116],"relational":[33,52],"databases":[34],".":[35],"In":[36],"article,":[38],"we":[39],"introduce":[40],"a":[41,89,99],"modular":[42],"neural":[43,117],"message-passing":[44],"scheme":[45],"that":[46],"closely":[47],"adheres":[48],"formal":[51],"model,":[53],"enabling":[54],"direct":[55],"end-to-end":[56],"transformers":[60],"from":[61,94],"database":[62,82],"storage":[63],"systems.":[64],"We":[65],"address":[66],"associated":[68],"challenges":[69],"appropriate":[71],"data":[73],"and":[75,84],"loading,":[76],"which":[77],"are":[78],"critical":[79],"in":[80],"setting,":[83],"compare":[85],"our":[86],"approach":[87],"against":[88],"number":[90],"representative":[92],"various":[95],"related":[96],"fields":[97],"across":[98],"significantly":[100],"wide":[101],"range":[102],"datasets.":[104],"Our":[105],"results":[106],"then":[107],"demonstrate":[108],"superior":[109],"performance":[110],"newly":[113],"proposed":[114],"class":[115],"architectures.":[118]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2024-12-10T00:00:00"}
