{"id":"https://openalex.org/W4402830567","doi":"https://doi.org/10.1109/tnnls.2024.3462788","title":"Unprejudiced Training Auxiliary Tasks Makes Primary Better: A Multitask Learning Perspective","display_name":"Unprejudiced Training Auxiliary Tasks Makes Primary Better: A Multitask Learning Perspective","publication_year":2024,"publication_date":"2024-09-25","ids":{"openalex":"https://openalex.org/W4402830567","doi":"https://doi.org/10.1109/tnnls.2024.3462788","pmid":"https://pubmed.ncbi.nlm.nih.gov/39321014"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2024.3462788","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2024.3462788","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5018596311","display_name":"Yuanze Li","orcid":"https://orcid.org/0000-0002-5060-4457"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuanze Li","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology (HIT), Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology (HIT), Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049444898","display_name":"Chun-Mei Feng","orcid":"https://orcid.org/0000-0002-3025-8964"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I3004594783","display_name":"Institute of High Performance Computing","ror":"https://ror.org/02n0ejh50","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3004594783","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Chun-Mei Feng","raw_affiliation_strings":["Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Fusionopolis, Singapore","Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Fusionopolis, Singapore","institution_ids":["https://openalex.org/I3004594783","https://openalex.org/I115228651"]},{"raw_affiliation_string":"Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore","institution_ids":["https://openalex.org/I3004594783","https://openalex.org/I115228651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100658200","display_name":"Qilong Wang","orcid":"https://orcid.org/0000-0002-3765-9787"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qilong Wang","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0002-3765-9787","affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089975889","display_name":"Guanglei Yang","orcid":"https://orcid.org/0000-0002-5324-3642"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanglei Yang","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology (HIT), Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-5324-3642","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology (HIT), Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100636655","display_name":"Wangmeng Zuo","orcid":"https://orcid.org/0000-0002-3330-783X"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wangmeng Zuo","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology (HIT), Harbin, China"],"raw_orcid":"https://orcid.org/0000-0002-3330-783X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology (HIT), Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5018596311"],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18214488,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"36","issue":"7","first_page":"12091","last_page":"12105"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11994","display_name":"Human Resource Development and Performance Evaluation","score":0.10029999911785126,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/T11994","display_name":"Human Resource Development and Performance Evaluation","score":0.10029999911785126,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied 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/perspective","display_name":"Perspective (graphical)","score":0.7179892063140869},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.6367208957672119},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4916108250617981},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.4285341799259186},{"id":"https://openalex.org/keywords/primary","display_name":"Primary (astronomy)","score":0.42722517251968384},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3570728003978729},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.3546425998210907},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30726301670074463},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12647172808647156},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.059222400188446045},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.05686467885971069}],"concepts":[{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.7179892063140869},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.6367208957672119},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4916108250617981},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.4285341799259186},{"id":"https://openalex.org/C2777977315","wikidata":"https://www.wikidata.org/wiki/Q7243056","display_name":"Primary (astronomy)","level":2,"score":0.42722517251968384},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3570728003978729},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.3546425998210907},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30726301670074463},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12647172808647156},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.059222400188446045},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.05686467885971069},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2024.3462788","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2024.3462788","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:39321014","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39321014","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural networks and learning systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1354833603","display_name":null,"funder_award_id":"GZC20233458","funder_id":"https://openalex.org/F4320336597","funder_display_name":"Key Research and Development Program of Wuhu"},{"id":"https://openalex.org/G6272256563","display_name":null,"funder_award_id":"2021ZD0112100","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320336597","display_name":"Key Research and Development Program of Wuhu","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W125693051","https://openalex.org/W1795776638","https://openalex.org/W2104408738","https://openalex.org/W2117539524","https://openalex.org/W2194775991","https://openalex.org/W2340897893","https://openalex.org/W2895387432","https://openalex.org/W2963430933","https://openalex.org/W2963677766","https://openalex.org/W2963877604","https://openalex.org/W2964247799","https://openalex.org/W3085046840","https://openalex.org/W3097571420","https://openalex.org/W3172801447","https://openalex.org/W3204397973","https://openalex.org/W4287068712","https://openalex.org/W4310641394","https://openalex.org/W4313887039","https://openalex.org/W4362577786","https://openalex.org/W4367277043","https://openalex.org/W4386322094","https://openalex.org/W4386698152","https://openalex.org/W4387042187","https://openalex.org/W4390876352","https://openalex.org/W6620707391","https://openalex.org/W6637373629","https://openalex.org/W6739696289","https://openalex.org/W6745995898","https://openalex.org/W6745996482","https://openalex.org/W6752178629","https://openalex.org/W6754005058","https://openalex.org/W6756732229","https://openalex.org/W6763070779","https://openalex.org/W6767140673","https://openalex.org/W6770858529","https://openalex.org/W6771876938","https://openalex.org/W6787972765","https://openalex.org/W6790935598","https://openalex.org/W6803156713","https://openalex.org/W6810905777","https://openalex.org/W6840563958","https://openalex.org/W6847011130","https://openalex.org/W6847153092"],"related_works":["https://openalex.org/W230091440","https://openalex.org/W2233261550","https://openalex.org/W2810751659","https://openalex.org/W258997015","https://openalex.org/W2149537132","https://openalex.org/W2018871932","https://openalex.org/W2997094352","https://openalex.org/W2949989742","https://openalex.org/W641279757","https://openalex.org/W2951720331"],"abstract_inverted_index":{"Human":[0],"beings":[1],"can":[2],"leverage":[3],"knowledge":[4],"from":[5],"relative":[6],"tasks":[7,23,41,70],"to":[8,24,53,65,74,109,126],"improve":[9,111],"learning":[10,17,89],"on":[11,30,68,113],"a":[12,26,31],"primary":[13,33,61,115,146],"task.":[14,34,116],"Similarly,":[15],"multitask":[16],"(MTL)":[18],"methods":[19,37],"suggest":[20],"using":[21],"auxiliary":[22,40,54,69,152],"enhance":[25],"neural":[27],"network's":[28],"performance":[29,112,124,143],"specific":[32],"However,":[35],"previous":[36],"often":[38],"select":[39],"carefully":[42],"but":[43],"treat":[44],"them":[45],"as":[46],"secondary":[47],"during":[48,107],"training.":[49],"The":[50],"weights":[51],"assigned":[52],"losses":[55],"are":[56],"typically":[57],"smaller":[58],"than":[59,129],"the":[60,76,114,142,145,150],"loss":[62],"weight,":[63],"leading":[64],"insufficient":[66],"training":[67,94],"and":[71,104,138],"ultimately":[72],"failing":[73],"support":[75],"main":[77],"task":[78,147],"effectively.":[79],"To":[80],"address":[81],"this":[82],"issue,":[83],"we":[84,100],"propose":[85],"an":[86],"uncertainty-based":[87],"impartial":[88],"method":[90,122],"that":[91,120],"ensures":[92],"balanced":[93],"across":[95],"all":[96],"tasks.":[97],"In":[98],"addition,":[99],"consider":[101],"both":[102],"gradients":[103],"uncertainty":[105],"information":[106],"backpropagation":[108],"further":[110],"Extensive":[117],"experiments":[118],"show":[119],"our":[121,133],"achieves":[123],"comparable":[125],"or":[127],"better":[128],"state-of-the-art":[130],"approaches.":[131],"Moreover,":[132],"weighting":[134],"strategy":[135],"is":[136],"effective":[137],"robust":[139],"in":[140],"enhancing":[141],"of":[144,149],"regardless":[148],"noise":[151],"tasks'":[153],"pseudolabels.":[154]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
