{"id":"https://openalex.org/W4415336385","doi":"https://doi.org/10.1007/s10994-025-06885-z","title":"Addressing task conflicts in LLMs multi-task fine-tuning with task-specific subnetwork refinement","display_name":"Addressing task conflicts in LLMs multi-task fine-tuning with task-specific subnetwork refinement","publication_year":2025,"publication_date":"2025-10-19","ids":{"openalex":"https://openalex.org/W4415336385","doi":"https://doi.org/10.1007/s10994-025-06885-z"},"language":"en","primary_location":{"id":"doi:10.1007/s10994-025-06885-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10994-025-06885-z","pdf_url":null,"source":{"id":"https://openalex.org/S62148650","display_name":"Machine Learning","issn_l":"0885-6125","issn":["0885-6125","1573-0565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning","raw_type":"journal-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/A5101683697","display_name":"Yiqun Wang","orcid":"https://orcid.org/0000-0001-9219-9181"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiqun Wang","raw_affiliation_strings":["College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, 310027, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, 310027, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049275068","display_name":"Chaoqun Wan","orcid":null},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaoqun Wan","raw_affiliation_strings":["Alibaba Cloud, Hangzhou, 310027, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Cloud, Hangzhou, 310027, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100698920","display_name":"Xiang Tian","orcid":"https://orcid.org/0000-0001-5486-8073"},"institutions":[{"id":"https://openalex.org/I1328775524","display_name":"Zhejiang Sci-Tech University","ror":"https://ror.org/03893we55","country_code":"CN","type":"education","lineage":["https://openalex.org/I1328775524"]},{"id":"https://openalex.org/I4210145666","display_name":"Embedded Systems (United States)","ror":"https://ror.org/04742eh45","country_code":"US","type":"company","lineage":["https://openalex.org/I4210145666"]}],"countries":["CN","US"],"is_corresponding":true,"raw_author_name":"Xiang Tian","raw_affiliation_strings":["Institute of Advanced Digital Technology and Instrumentation, Zhejiang University, Hangzhou, 310027, China","Zhejiang University Embedded System Engineering Research Center, Ministry of Education of China, Hangzhou, 310027, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Advanced Digital Technology and Instrumentation, Zhejiang University, Hangzhou, 310027, China","institution_ids":["https://openalex.org/I1328775524"]},{"raw_affiliation_string":"Zhejiang University Embedded System Engineering Research Center, Ministry of Education of China, Hangzhou, 310027, China","institution_ids":["https://openalex.org/I4210145666"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086302918","display_name":"Xuesong Liu","orcid":"https://orcid.org/0009-0002-1189-126X"},"institutions":[{"id":"https://openalex.org/I1328775524","display_name":"Zhejiang Sci-Tech University","ror":"https://ror.org/03893we55","country_code":"CN","type":"education","lineage":["https://openalex.org/I1328775524"]},{"id":"https://openalex.org/I4210145666","display_name":"Embedded Systems (United States)","ror":"https://ror.org/04742eh45","country_code":"US","type":"company","lineage":["https://openalex.org/I4210145666"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Xuesong Liu","raw_affiliation_strings":["Institute of Advanced Digital Technology and Instrumentation, Zhejiang University, Hangzhou, 310027, China","Zhejiang University Embedded System Engineering Research Center, Ministry of Education of China, Hangzhou, 310027, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Advanced Digital Technology and Instrumentation, Zhejiang University, Hangzhou, 310027, China","institution_ids":["https://openalex.org/I1328775524"]},{"raw_affiliation_string":"Zhejiang University Embedded System Engineering Research Center, Ministry of Education of China, Hangzhou, 310027, China","institution_ids":["https://openalex.org/I4210145666"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101455174","display_name":"Yaowu Chen","orcid":"https://orcid.org/0000-0001-7266-1535"},"institutions":[{"id":"https://openalex.org/I1328775524","display_name":"Zhejiang Sci-Tech University","ror":"https://ror.org/03893we55","country_code":"CN","type":"education","lineage":["https://openalex.org/I1328775524"]},{"id":"https://openalex.org/I4210145666","display_name":"Embedded Systems (United States)","ror":"https://ror.org/04742eh45","country_code":"US","type":"company","lineage":["https://openalex.org/I4210145666"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Yaowu Chen","raw_affiliation_strings":["Institute of Advanced Digital Technology and Instrumentation, Zhejiang University, Hangzhou, 310027, China","Zhejiang University Embedded System Engineering Research Center, Ministry of Education of China, Hangzhou, 310027, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Advanced Digital Technology and Instrumentation, Zhejiang University, Hangzhou, 310027, China","institution_ids":["https://openalex.org/I1328775524"]},{"raw_affiliation_string":"Zhejiang University Embedded System Engineering Research Center, Ministry of Education of China, Hangzhou, 310027, China","institution_ids":["https://openalex.org/I4210145666"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100698920"],"corresponding_institution_ids":["https://openalex.org/I1328775524","https://openalex.org/I4210145666"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14766309,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"114","issue":"11","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.984499990940094,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.984499990940094,"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/T10703","display_name":"Business Process Modeling and Analysis","score":0.9835000038146973,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9829000234603882,"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/subnetwork","display_name":"Subnetwork","score":0.9685999751091003},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7218000292778015},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.4415000081062317},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.4357999861240387},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.27129998803138733}],"concepts":[{"id":"https://openalex.org/C2780186347","wikidata":"https://www.wikidata.org/wiki/Q11414","display_name":"Subnetwork","level":2,"score":0.9685999751091003},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7329000234603882},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7218000292778015},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.4415000081062317},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4397999942302704},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.4357999861240387},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3601999878883362},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.23090000450611115},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.2273000031709671}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10994-025-06885-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s10994-025-06885-z","pdf_url":null,"source":{"id":"https://openalex.org/S62148650","display_name":"Machine Learning","issn_l":"0885-6125","issn":["0885-6125","1573-0565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5389520754","display_name":"\u8111\u8bb0\u5fc6\u9a71\u52a8\u7684\u591a\u6a21\u534f\u540c\u5b66\u4e60\u7406\u8bba\u548c\u65b9\u6cd5","funder_award_id":"LDT23F01013F01","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"}],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2251818205","https://openalex.org/W2962864421","https://openalex.org/W2963430933","https://openalex.org/W2970752815","https://openalex.org/W2970780738","https://openalex.org/W2972498556","https://openalex.org/W2979826702","https://openalex.org/W2981468122","https://openalex.org/W2982152811","https://openalex.org/W2987553933","https://openalex.org/W2990138404","https://openalex.org/W3081168214","https://openalex.org/W3174702398","https://openalex.org/W3194676777","https://openalex.org/W3206907172","https://openalex.org/W4385572928","https://openalex.org/W4392796555","https://openalex.org/W4402667025","https://openalex.org/W4404781391","https://openalex.org/W4411638692"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-13T07:31:44.756512","created_date":"2025-10-19T00:00:00"}
