{"id":"https://openalex.org/W4404986319","doi":"https://doi.org/10.48550/arxiv.2411.15277","title":"Foundation Cures Personalization: Improving Personalized Models' Prompt Consistency via Hidden Foundation Knowledge","display_name":"Foundation Cures Personalization: Improving Personalized Models' Prompt Consistency via Hidden Foundation Knowledge","publication_year":2024,"publication_date":"2024-11-22","ids":{"openalex":"https://openalex.org/W4404986319","doi":"https://doi.org/10.48550/arxiv.2411.15277"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2411.15277","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2411.15277","pdf_url":"https://arxiv.org/pdf/2411.15277","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2411.15277","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018992805","display_name":"Yiyang Cai","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Cai, Yiyang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101637347","display_name":"Zhengkai Jiang","orcid":"https://orcid.org/0000-0003-4064-994X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiang, Zhengkai","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051842426","display_name":"Yulong Liu","orcid":"https://orcid.org/0009-0005-2941-8085"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Yulong","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Jiang, Chunyang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiang, Chunyang","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109113475","display_name":"Wei Xue","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xue, Wei","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079689723","display_name":"Yike Guo","orcid":"https://orcid.org/0009-0007-0383-435X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Guo, Yike","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5004450394","display_name":"Wenhan Luo","orcid":"https://orcid.org/0000-0002-5697-4168"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luo, Wenhan","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5018992805"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"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/T12663","display_name":"Body Image and Dysmorphia Studies","score":0.8363999724388123,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12663","display_name":"Body Image and Dysmorphia Studies","score":0.8363999724388123,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/personalization","display_name":"Personalization","score":0.8666455745697021},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.857447624206543},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.732290506362915},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4595109820365906},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3214978873729706},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.27491694688796997},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23697257041931152},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.15608367323875427},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.05843111872673035}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.8666455745697021},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.857447624206543},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.732290506362915},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4595109820365906},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3214978873729706},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27491694688796997},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23697257041931152},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.15608367323875427},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.05843111872673035}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2411.15277","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2411.15277","pdf_url":"https://arxiv.org/pdf/2411.15277","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2411.15277","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2411.15277","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2411.15277","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2411.15277","pdf_url":"https://arxiv.org/pdf/2411.15277","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":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/W2381393187","https://openalex.org/W2332779545","https://openalex.org/W2109940557","https://openalex.org/W2466832359","https://openalex.org/W4391210591","https://openalex.org/W1582019636","https://openalex.org/W2390279801"],"abstract_inverted_index":{"Facial":[0],"personalization":[1,17,60,91,108,155,180,201],"faces":[2],"challenges":[3],"to":[4,22,69,84,148,153],"maintain":[5],"identity":[6,20,24,36,58,124,210],"fidelity":[7],"without":[8],"disrupting":[9],"the":[10,27,39,45,64,86,104,154,205],"foundation":[11,66,78,113],"model's":[12],"prompt":[13,50,88,105,196],"consistency.":[14],"The":[15],"mainstream":[16],"models":[18,61,109,181,202],"employ":[19],"embedding":[21],"integrate":[23],"information":[25,152],"within":[26],"attention":[28],"mechanisms.":[29],"However,":[30],"our":[31],"preliminary":[32],"findings":[33],"reveal":[34],"that":[35,76,102],"embeddings":[37],"compromise":[38],"effectiveness":[40],"of":[41,90,107,168,207],"other":[42],"tokens":[43],"in":[44,195],"prompt,":[46],"thereby":[47],"limiting":[48],"high":[49],"consistency":[51,89,106,197],"and":[52,161,171,187],"attribute-level":[53],"controllability.":[54],"Moreover,":[55],"by":[56,117],"deactivating":[57],"embedding,":[59,125],"still":[62],"demonstrate":[63],"underlying":[65],"models'":[67,79,114],"ability":[68],"control":[70],"facial":[71,169,200],"attributes":[72,128],"precisely.":[73],"It":[74],"suggests":[75],"such":[77],"knowledge":[80],"can":[81,162,173],"be":[82,174],"leveraged":[83],"cure":[85],"ill-aligned":[87],"models.":[92],"Building":[93],"upon":[94],"these":[95,199],"insights,":[96],"we":[97,126,136],"propose":[98],"FreeCure,":[99],"a":[100,119,138,165],"framework":[101],"improves":[103],"with":[110,144],"their":[111,208],"latent":[112],"knowledge.":[115],"First,":[116],"setting":[118],"dual":[120],"inference":[121],"paradigm":[122],"with/without":[123],"identify":[127],"(e.g.,":[129],"hair,":[130],"accessories,":[131],"etc.)":[132],"for":[133],"enhancements.":[134],"Second,":[135],"introduce":[137],"novel":[139],"foundation-aware":[140],"self-attention":[141],"module,":[142],"coupled":[143],"an":[145],"inversion-based":[146],"process":[147],"bring":[149],"well-aligned":[150],"attribute":[151],"process.":[156],"Our":[157],"approach":[158],"is":[159],"training-free,":[160],"effectively":[163],"enhance":[164],"wide":[166],"array":[167],"attributes;":[170],"it":[172],"seamlessly":[175],"integrated":[176],"into":[177],"existing":[178],"popular":[179],"based":[182],"on":[183],"both":[184],"Stable":[185],"Diffusion":[186],"FLUX.":[188],"FreeCure":[189],"has":[190],"consistently":[191],"shown":[192],"significant":[193],"improvements":[194],"across":[198],"while":[203],"maintaining":[204],"integrity":[206],"original":[209],"fidelity.":[211]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2024-12-04T00:00:00"}
