{"id":"https://openalex.org/W7166853309","doi":"https://doi.org/10.18653/v1/2026.findings-acl.1784","title":"Aligning with Your Own Voice: Self-Corrected Preference Learning for Hallucination Mitigation in LVLMs","display_name":"Aligning with Your Own Voice: Self-Corrected Preference Learning for Hallucination Mitigation in LVLMs","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7166853309","doi":"https://doi.org/10.18653/v1/2026.findings-acl.1784"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2026.findings-acl.1784","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-acl.1784","pdf_url":"https://aclanthology.org/2026.findings-acl.1784.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2026","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2026.findings-acl.1784.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111275032","display_name":"Byeonggeuk Lim","orcid":null},"institutions":[{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Byeonggeuk Lim","raw_affiliation_strings":["Graduate School of Advanced Imaging Sciences, Multimedia and Film , Chung-Ang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Advanced Imaging Sciences, Multimedia and Film , Chung-Ang University","institution_ids":["https://openalex.org/I67900169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139768787","display_name":"JungMin Yun","orcid":null},"institutions":[{"id":"https://openalex.org/I4210164862","display_name":"Artificial Intelligence in Medicine (Canada)","ror":"https://ror.org/05p590m36","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210164862"]},{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["CA","KR"],"is_corresponding":false,"raw_author_name":"JungMin Yun","raw_affiliation_strings":["Department of Artificial Intelligence , Chung-Ang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence , Chung-Ang University","institution_ids":["https://openalex.org/I4210164862","https://openalex.org/I67900169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000703943","display_name":"Junehyoung Kwon","orcid":"https://orcid.org/0000-0001-7887-5884"},"institutions":[{"id":"https://openalex.org/I4210164862","display_name":"Artificial Intelligence in Medicine (Canada)","ror":"https://ror.org/05p590m36","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210164862"]},{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["CA","KR"],"is_corresponding":false,"raw_author_name":"Junehyoung Kwon","raw_affiliation_strings":["Department of Artificial Intelligence , Chung-Ang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence , Chung-Ang University","institution_ids":["https://openalex.org/I4210164862","https://openalex.org/I67900169"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5134558795","display_name":"Kyeonghyun Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I4210164862","display_name":"Artificial Intelligence in Medicine (Canada)","ror":"https://ror.org/05p590m36","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210164862"]},{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["CA","KR"],"is_corresponding":false,"raw_author_name":"Kyeonghyun Kim","raw_affiliation_strings":["Department of Artificial Intelligence , Chung-Ang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence , Chung-Ang University","institution_ids":["https://openalex.org/I4210164862","https://openalex.org/I67900169"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5139730721","display_name":"YoungBin Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I4210164862","display_name":"Artificial Intelligence in Medicine (Canada)","ror":"https://ror.org/05p590m36","country_code":"CA","type":"company","lineage":["https://openalex.org/I4210164862"]},{"id":"https://openalex.org/I67900169","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98","country_code":"KR","type":"education","lineage":["https://openalex.org/I67900169"]}],"countries":["CA","KR"],"is_corresponding":false,"raw_author_name":"YoungBin Kim","raw_affiliation_strings":["Department of Artificial Intelligence , Chung-Ang University","Graduate School of Advanced Imaging Sciences, Multimedia and Film , Chung-Ang University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence , Chung-Ang University","institution_ids":["https://openalex.org/I4210164862","https://openalex.org/I67900169"]},{"raw_affiliation_string":"Graduate School of Advanced Imaging Sciences, Multimedia and Film , Chung-Ang University","institution_ids":["https://openalex.org/I67900169"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.81998125,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"35829","last_page":"35849"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.3375000059604645,"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"}},"topics":[{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.3375000059604645,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.042399998754262924,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.0421999990940094,"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/preference","display_name":"Preference","score":0.4343999922275543},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.29330000281333923},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.27410000562667847},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.25920000672340393}],"concepts":[{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.524399995803833},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.44190001487731934},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.4343999922275543},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38749998807907104},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3352999985218048},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.3246999979019165},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.29330000281333923},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.27410000562667847},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.25920000672340393},{"id":"https://openalex.org/C181204326","wikidata":"https://www.wikidata.org/wiki/Q7239820","display_name":"Preference learning","level":3,"score":0.25699999928474426}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2026.findings-acl.1784","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-acl.1784","pdf_url":"https://aclanthology.org/2026.findings-acl.1784.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2026","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2026.findings-acl.1784","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-acl.1784","pdf_url":"https://aclanthology.org/2026.findings-acl.1784.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2026","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.49108901619911194,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G13572568","display_name":null,"funder_award_id":"RS-2021-II211341","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G4244160943","display_name":null,"funder_award_id":"RS-2021-II211341","funder_id":"https://openalex.org/F4320321202","funder_display_name":"Chung-Ang University"},{"id":"https://openalex.org/G552592315","display_name":null,"funder_award_id":"RS-2021-II211341","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320321202","display_name":"Chung-Ang University","ror":"https://ror.org/01r024a98"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320322724","display_name":"Ministry of Education, India","ror":"https://ror.org/048xjjh50"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7166853309.pdf","grobid_xml":"https://content.openalex.org/works/W7166853309.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Large":[0],"Vision-Language":[1],"Models":[2],"(LVLMs)":[3],"frequently":[4],"suffer":[5],"from":[6,57],"hallucinations.Existing":[7],"preference":[8,18,80],"learning-based":[9],"approaches":[10],"largely":[11],"rely":[12],"on":[13],"proprietary":[14,30],"models":[15,33],"to":[16,68,76],"construct":[17],"datasets.We":[19],"identify":[20],"that":[21,34,50,90],"this":[22],"reliance":[23],"introduces":[24],"a":[25,48,64],"distributional":[26],"mismatch":[27],"between":[28],"the":[29,58,74],"and":[31,72],"target":[32],"hinders":[35],"efficient":[36],"alignment.To":[37],"address":[38],"this,":[39],"we":[40],"propose":[41],"Alignment":[42],"via":[43],"VErified":[44],"Self-correction":[45],"DPO":[46],"(AVES-DPO),":[47],"framework":[49],"aligns":[51],"LVLMs":[52],"using":[53],"in-distribution":[54],"data":[55],"derived":[56],"model's":[59],"intrinsic":[60],"knowledge.Our":[61],"approach":[62],"employs":[63],"consensus-based":[65],"verification":[66],"mechanism":[67],"diagnose":[69],"diverse":[70],"hallucinations":[71],"guides":[73],"model":[75],"self-correct,":[77],"thereby":[78],"generating":[79],"pairs":[81],"strictly":[82],"compatible":[83],"with":[84],"its":[85],"internal":[86],"distribution.Extensive":[87],"experiments":[88],"demonstrate":[89],"AVES-DPO":[91],"surpasses":[92],"existing":[93],"baselines":[94],"in":[95],"hallucination":[96],"mitigation":[97],"while":[98],"requiring":[99],"only":[100],"5.2k":[101],"samples.":[102]},"counts_by_year":[],"updated_date":"2026-08-18T07:49:30.821534","created_date":"2026-07-02T00:00:00"}