{"id":"https://openalex.org/W4413145556","doi":"https://doi.org/10.1109/cvpr52734.2025.02383","title":"Data Distributional Properties As Inductive Bias for Systematic Generalization","display_name":"Data Distributional Properties As Inductive Bias for Systematic Generalization","publication_year":2025,"publication_date":"2025-06-10","ids":{"openalex":"https://openalex.org/W4413145556","doi":"https://doi.org/10.1109/cvpr52734.2025.02383"},"language":"en","primary_location":{"id":"doi:10.1109/cvpr52734.2025.02383","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr52734.2025.02383","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104131695","display_name":"Felipe del Rio","orcid":null},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":true,"raw_author_name":"Felipe del Rio","raw_affiliation_strings":["Pontificia Universidad Cat&#x00F3;lica de Chile"],"affiliations":[{"raw_affiliation_string":"Pontificia Universidad Cat&#x00F3;lica de Chile","institution_ids":["https://openalex.org/I162148367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061103347","display_name":"Alain Raymond-S\u00e1ez","orcid":null},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Alain Raymond-Saez","raw_affiliation_strings":["Pontificia Universidad Cat&#x00F3;lica de Chile"],"affiliations":[{"raw_affiliation_string":"Pontificia Universidad Cat&#x00F3;lica de Chile","institution_ids":["https://openalex.org/I162148367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031779371","display_name":"Daniel Florea","orcid":null},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Daniel Florea","raw_affiliation_strings":["Pontificia Universidad Cat&#x00F3;lica de Chile"],"affiliations":[{"raw_affiliation_string":"Pontificia Universidad Cat&#x00F3;lica de Chile","institution_ids":["https://openalex.org/I162148367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006732213","display_name":"Rodrigo Toro Icarte","orcid":"https://orcid.org/0000-0002-7734-099X"},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Rodrigo Toro Icarte","raw_affiliation_strings":["Pontificia Universidad Cat&#x00F3;lica de Chile"],"affiliations":[{"raw_affiliation_string":"Pontificia Universidad Cat&#x00F3;lica de Chile","institution_ids":["https://openalex.org/I162148367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101771594","display_name":"Julio Hurtado","orcid":"https://orcid.org/0000-0002-4308-246X"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Julio Hurtado","raw_affiliation_strings":["University of Warwick"],"affiliations":[{"raw_affiliation_string":"University of Warwick","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087842270","display_name":"Cristian Buc Calderon","orcid":"https://orcid.org/0000-0001-8325-2059"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cristian B. Calderon","raw_affiliation_strings":["CENIA"],"affiliations":[{"raw_affiliation_string":"CENIA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101620149","display_name":"\u00c1lvaro Soto","orcid":"https://orcid.org/0000-0001-9378-397X"},"institutions":[{"id":"https://openalex.org/I162148367","display_name":"Pontificia Universidad Cat\u00f3lica de Chile","ror":"https://ror.org/04teye511","country_code":"CL","type":"education","lineage":["https://openalex.org/I162148367"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Alvaro Soto","raw_affiliation_strings":["Pontificia Universidad Cat&#x00F3;lica de Chile"],"affiliations":[{"raw_affiliation_string":"Pontificia Universidad Cat&#x00F3;lica de Chile","institution_ids":["https://openalex.org/I162148367"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5104131695"],"corresponding_institution_ids":["https://openalex.org/I162148367"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23523233,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"25590","last_page":"25601"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11918","display_name":"Forecasting Techniques and Applications","score":0.8758999705314636,"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.8758999705314636,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.7598001956939697},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.562206506729126},{"id":"https://openalex.org/keywords/inductive-bias","display_name":"Inductive bias","score":0.5493304133415222},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3645990490913391},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2767714858055115},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08372163772583008},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.07121488451957703},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.06629785895347595}],"concepts":[{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.7598001956939697},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.562206506729126},{"id":"https://openalex.org/C197352929","wikidata":"https://www.wikidata.org/wiki/Q1074074","display_name":"Inductive bias","level":4,"score":0.5493304133415222},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3645990490913391},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2767714858055115},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08372163772583008},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.07121488451957703},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.06629785895347595},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cvpr52734.2025.02383","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr52734.2025.02383","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/5","score":0.550000011920929,"display_name":"Gender equality"}],"awards":[{"id":"https://openalex.org/G5792199234","display_name":"DIFERENCIAS SEXUALES EN CONDICIONAMIENTO CLASICO ?DIMORFISMO EN APRENDIZAJE O CONDUCTA?","funder_award_id":"1230762","funder_id":"https://openalex.org/F4320331146","funder_display_name":"Agencia Nacional de Investigaci\u00f3n y Desarrollo"},{"id":"https://openalex.org/G7877382544","display_name":null,"funder_award_id":"FB210017","funder_id":"https://openalex.org/F4320331146","funder_display_name":"Agencia Nacional de Investigaci\u00f3n y Desarrollo"},{"id":"https://openalex.org/G8685434894","display_name":"BUILDING INSTRUCTABLE AGENTS USING SYMBOLS AND LEARNING","funder_award_id":"11230762","funder_id":"https://openalex.org/F4320331146","funder_display_name":"Agencia Nacional de Investigaci\u00f3n y Desarrollo"},{"id":"https://openalex.org/G883562567","display_name":"AUGMENTING DEEP LEARNING TECHNIQUES WITH SYSTEMATICITY AND SELF-SUPERVISION","funder_award_id":"1221425","funder_id":"https://openalex.org/F4320331146","funder_display_name":"Agencia Nacional de Investigaci\u00f3n y Desarrollo"}],"funders":[{"id":"https://openalex.org/F4320331146","display_name":"Agencia Nacional de Investigaci\u00f3n y Desarrollo","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W1810370127","https://openalex.org/W2390279801","https://openalex.org/W3162204513","https://openalex.org/W4391913857","https://openalex.org/W4320474028","https://openalex.org/W3037856073","https://openalex.org/W4297733977"],"abstract_inverted_index":{"Deep":[0],"neural":[1,215,223],"networks":[2],"(DNNs)":[3],"struggle":[4],"at":[5],"systematic":[6],"generalization":[7],"(SG).":[8],"Several":[9],"studies":[10],"have":[11,32],"evaluated":[12],"the":[13,19,35,49,60,84,91,102,147,179,201,226,232],"possibility":[14],"of":[15,21,37,51,63,104,107,154,185,203,225,234],"promoting":[16,42],"SG":[17,61,198],"through":[18],"proposal":[20],"novel":[22],"architectures,":[23],"loss":[24],"functions,":[25],"or":[26],"training":[27,38,92,180],"methodologies.":[28],"Few":[29],"studies,":[30],"however,":[31],"focused":[33],"on":[34,110],"role":[36],"data":[39,53,77],"properties":[40,164],"in":[41,83,90,144,146,178,200,214,221],"SG.":[43,166],"In":[44,205],"this":[45,69],"work,":[46],"we":[47,71,99,156,168,207],"investigate":[48],"impact":[50],"certain":[52],"distributional":[54],"properties,":[55],"as":[56,80],"inductive":[57],"biases":[58],"for":[59],"ability":[62],"a":[64,87,119,152,191,228],"multi-modal":[65],"language":[66],"model.":[67],"To":[68],"end,":[70],"study":[72],"three":[73,132],"different":[74],"properties.":[75],"First,":[76],"diversity,":[78],"instantiated":[79],"an":[81,140],"increase":[82,143],"possible":[85,105],"values":[86,106],"latent":[88,108,116,121,176],"property":[89,229],"distribution":[93,181],"may":[94],"take.":[95],"Second,":[96],"burstiness,":[97],"where":[98,118],"probabilistically":[100],"restrict":[101],"number":[103],"factors":[109,133],"particular":[111,120],"inputs":[112],"during":[113,126],"training.":[114,127],"Third,":[115],"intervention,":[117],"factor":[122],"is":[123,182,199,240],"altered":[124],"randomly":[125],"We":[128,188],"find":[129,169,189,208],"that":[130,170,190,209],"all":[131],"significantly":[134],"enhance":[135],"SG,":[136],"with":[137],"diversity":[138],"contributing":[139],"89%":[141],"absolute":[142],"accuracy":[145],"most":[148],"affected":[149],"property.":[150],"Through":[151],"series":[153],"experiments,":[155],"test":[157],"various":[158],"hypotheses":[159],"to":[160,231],"understand":[161],"why":[162],"these":[163],"promote":[165],"Finally,":[167],"Normalized":[171],"Mutual":[172],"Information":[173],"(NMI)":[174],"between":[175],"attributes":[177],"strongly":[183],"predictive":[184],"out-of-distribution":[186],"generalization.":[187],"mechanism":[192],"by":[193,236],"which":[194],"lower":[195],"NMI":[196,210],"induces":[197,211],"geometry":[202],"representations.":[204],"particular,":[206],"more":[212],"parallelism":[213],"representations":[216],"(i.e.,":[217],"input":[218],"features":[219],"coded":[220],"parallel":[222],"vectors)":[224],"model,":[227],"related":[230],"capacity":[233],"reasoning":[235],"analogy.":[237],"Our":[238],"code":[239],"available":[241],"at:":[242],"https://github.com/fdelrio89/data-systematic":[243]},"counts_by_year":[],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
