{"id":"https://openalex.org/W7168270120","doi":"https://doi.org/10.1145/3805713.3820419","title":"Prior-Data Fitted Networks as Tabular Foundation Models for Ranking in Low-Data Settings","display_name":"Prior-Data Fitted Networks as Tabular Foundation Models for Ranking in Low-Data Settings","publication_year":2026,"publication_date":"2026-07-14","ids":{"openalex":"https://openalex.org/W7168270120","doi":"https://doi.org/10.1145/3805713.3820419"},"language":null,"primary_location":{"id":"doi:10.1145/3805713.3820419","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3805713.3820419","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2026 International ACM SIGIR Conference on Innovative Concepts and Theories in Information Retrieval (ICTIR)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3805713.3820419","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5140743747","display_name":"David Vos","orcid":"https://orcid.org/0009-0003-8925-1585"},"institutions":[{"id":"https://openalex.org/I4210135670","display_name":"Amsterdam University of the Arts","ror":"https://ror.org/04dde1554","country_code":"NL","type":"education","lineage":["https://openalex.org/I4210135670"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"David Vos","raw_affiliation_strings":["University of Amsterdam, Amsterdam, Netherlands"],"raw_orcid":"https://orcid.org/0009-0003-8925-1585","affiliations":[{"raw_affiliation_string":"University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I4210135670","https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140591650","display_name":"Samarth Bhargav","orcid":"https://orcid.org/0000-0001-5204-8514"},"institutions":[{"id":"https://openalex.org/I863488634","display_name":"Coherent (United States)","ror":"https://ror.org/031tysd23","country_code":"US","type":"company","lineage":["https://openalex.org/I863488634"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samarth Bhargav","raw_affiliation_strings":["Cohere, Amsterdam, Netherlands"],"raw_orcid":"https://orcid.org/0000-0001-5204-8514","affiliations":[{"raw_affiliation_string":"Cohere, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I863488634"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140676888","display_name":"Maarten de Rijke","orcid":"https://orcid.org/0000-0002-1086-0202"},"institutions":[{"id":"https://openalex.org/I4210135670","display_name":"Amsterdam University of the Arts","ror":"https://ror.org/04dde1554","country_code":"NL","type":"education","lineage":["https://openalex.org/I4210135670"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Maarten de Rijke","raw_affiliation_strings":["University of Amsterdam, Amsterdam, Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-1086-0202","affiliations":[{"raw_affiliation_string":"University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I4210135670","https://openalex.org/I887064364"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5140685848","display_name":"Harrie Oosterhuis","orcid":"https://orcid.org/0000-0002-0458-9233"},"institutions":[{"id":"https://openalex.org/I4210135670","display_name":"Amsterdam University of the Arts","ror":"https://ror.org/04dde1554","country_code":"NL","type":"education","lineage":["https://openalex.org/I4210135670"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Harrie Oosterhuis","raw_affiliation_strings":["University of Amsterdam, Amsterdam, Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-0458-9233","affiliations":[{"raw_affiliation_string":"University of Amsterdam, Amsterdam, Netherlands","institution_ids":["https://openalex.org/I4210135670","https://openalex.org/I887064364"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"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":"414","last_page":"424"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.45210000872612},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.42089998722076416},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.2662000060081482},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.25429999828338623}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5631999969482422},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.45210000872612},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4228000044822693},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.42089998722076416},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41659998893737793},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2662000060081482},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.265500009059906},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2612000107765198},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.25429999828338623},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.24560000002384186}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3805713.3820419","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3805713.3820419","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2026 International ACM SIGIR Conference on Innovative Concepts and Theories in Information Retrieval (ICTIR)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3805713.3820419","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3805713.3820419","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2026 International ACM SIGIR Conference on Innovative Concepts and Theories in Information Retrieval (ICTIR)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2030978506","https://openalex.org/W2069870183","https://openalex.org/W2134557008","https://openalex.org/W2149427297","https://openalex.org/W2295598076","https://openalex.org/W2470088391","https://openalex.org/W2566147423","https://openalex.org/W2890291106","https://openalex.org/W2949676527","https://openalex.org/W3155690528","https://openalex.org/W3197288708","https://openalex.org/W3216660278","https://openalex.org/W4284689925","https://openalex.org/W4291127115","https://openalex.org/W4385688511","https://openalex.org/W4385768168","https://openalex.org/W4396831993","https://openalex.org/W4400526908","https://openalex.org/W4401043313","https://openalex.org/W4403221949","https://openalex.org/W4404781586","https://openalex.org/W4406170795","https://openalex.org/W4408811965","https://openalex.org/W7133186244"],"related_works":[],"abstract_inverted_index":{"Learning":[0],"to":[1,9],"rank":[2],"(LTR)":[3],"traditionally":[4],"requires":[5],"large-scale":[6],"training":[7],"data":[8,32],"generalize":[10],"effectively.":[11],"In":[12],"low-data":[13],"domains":[14,36],"where":[15],"expert":[16],"annotation":[17],"is":[18],"scarce,":[19],"the":[20],"performance":[21],"of":[22],"LTR":[23],"methods":[24],"degrades":[25],"sharply.":[26],"Foundation":[27],"models":[28],"have":[29],"alleviated":[30],"similar":[31],"dependencies":[33],"in":[34],"other":[35],"via":[37],"in-context":[38],"learning,":[39],"but":[40],"a":[41],"foundation":[42],"model":[43],"for":[44],"ranking":[45],"with":[46],"tabular":[47],"features":[48],"has":[49],"not":[50],"been":[51],"explored":[52],"yet.":[53]},"counts_by_year":[],"updated_date":"2026-07-16T05:54:29.318815","created_date":"2026-07-15T00:00:00"}
