{"id":"https://openalex.org/W4391661624","doi":"https://doi.org/10.1109/tii.2023.3342897","title":"Differentially Private Federated Learning for Multitask Objective Recognition","display_name":"Differentially Private Federated Learning for Multitask Objective Recognition","publication_year":2024,"publication_date":"2024-02-08","ids":{"openalex":"https://openalex.org/W4391661624","doi":"https://doi.org/10.1109/tii.2023.3342897"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2023.3342897","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2023.3342897","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","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/A5045819850","display_name":"Renyou Xie","orcid":"https://orcid.org/0000-0003-1947-0435"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Renyou Xie","raw_affiliation_strings":["School of Electrical Engineering and Telecommunications, University of New South Wales, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0003-1947-0435","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Telecommunications, University of New South Wales, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033381522","display_name":"Chaojie Li","orcid":"https://orcid.org/0000-0002-0557-1481"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chaojie Li","raw_affiliation_strings":["School of Electrical Engineering and Telecommunications, University of New South Wales, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-0557-1481","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Telecommunications, University of New South Wales, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022312188","display_name":"Xiaojun Zhou","orcid":"https://orcid.org/0000-0002-6367-696X"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojun Zhou","raw_affiliation_strings":["School of Automation, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-6367-696X","affiliations":[{"raw_affiliation_string":"School of Automation, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008473103","display_name":"Hongyang Chen","orcid":"https://orcid.org/0000-0002-7626-0162"},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongyang Chen","raw_affiliation_strings":["Research Center for Graph Computing, Zhejiang Lab, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7626-0162","affiliations":[{"raw_affiliation_string":"Research Center for Graph Computing, Zhejiang Lab, Hangzhou, China","institution_ids":["https://openalex.org/I4210123185"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100366084","display_name":"Zhao Yang Dong","orcid":"https://orcid.org/0000-0001-9659-0858"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zhaoyang Dong","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-9659-0858","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.582,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.95095603,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"20","issue":"5","first_page":"7269","last_page":"7281"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9649999737739563,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10237","display_name":"Cryptography and Data Security","score":0.9388999938964844,"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/computer-science","display_name":"Computer science","score":0.7803407907485962},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.7221794724464417},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.7079245448112488},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6583329439163208},{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.5882704257965088},{"id":"https://openalex.org/keywords/stochastic-gradient-descent","display_name":"Stochastic gradient descent","score":0.5189654231071472},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.4787399172782898},{"id":"https://openalex.org/keywords/online-machine-learning","display_name":"Online machine learning","score":0.47273480892181396},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.3128514289855957},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2711787521839142},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2651878595352173},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.2274041473865509},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.17337074875831604},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09503769874572754}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7803407907485962},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.7221794724464417},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7079245448112488},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6583329439163208},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.5882704257965088},{"id":"https://openalex.org/C206688291","wikidata":"https://www.wikidata.org/wiki/Q7617819","display_name":"Stochastic gradient descent","level":3,"score":0.5189654231071472},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.4787399172782898},{"id":"https://openalex.org/C115903097","wikidata":"https://www.wikidata.org/wiki/Q7094097","display_name":"Online machine learning","level":3,"score":0.47273480892181396},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.3128514289855957},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2711787521839142},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2651878595352173},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.2274041473865509},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.17337074875831604},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09503769874572754},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2023.3342897","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2023.3342897","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5899999737739563,"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G1339864048","display_name":null,"funder_award_id":"72088101","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4607961091","display_name":null,"funder_award_id":"62271452","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5289395183","display_name":null,"funder_award_id":"DE210100274","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G602987996","display_name":null,"funder_award_id":"DP200101197","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G6062425967","display_name":null,"funder_award_id":"IH 180100020","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G8074446732","display_name":null,"funder_award_id":"DP230101107","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W2060727197","https://openalex.org/W2100717205","https://openalex.org/W2109426455","https://openalex.org/W2624871570","https://openalex.org/W2752084069","https://openalex.org/W2885948040","https://openalex.org/W2897185734","https://openalex.org/W2963430933","https://openalex.org/W2963456518","https://openalex.org/W2964162474","https://openalex.org/W2964823190","https://openalex.org/W3007607795","https://openalex.org/W3016632787","https://openalex.org/W3016711424","https://openalex.org/W3019166713","https://openalex.org/W3084128899","https://openalex.org/W3135855722","https://openalex.org/W3136031552","https://openalex.org/W3136170095","https://openalex.org/W3137531938","https://openalex.org/W3137964246","https://openalex.org/W4205228770","https://openalex.org/W4205423013","https://openalex.org/W4210326851","https://openalex.org/W4226322172","https://openalex.org/W4288791681","https://openalex.org/W4296212103","https://openalex.org/W4298221930","https://openalex.org/W4300479382","https://openalex.org/W6600043445","https://openalex.org/W6728757088","https://openalex.org/W6738279954","https://openalex.org/W6738383168","https://openalex.org/W6739365718","https://openalex.org/W6743446608","https://openalex.org/W6745995898","https://openalex.org/W6746720608","https://openalex.org/W6754005058","https://openalex.org/W6759238902","https://openalex.org/W6800358597","https://openalex.org/W6840563958"],"related_works":["https://openalex.org/W4401550921","https://openalex.org/W4361791424","https://openalex.org/W1986633584","https://openalex.org/W2118190631","https://openalex.org/W2899532525","https://openalex.org/W4389775782","https://openalex.org/W3021272668","https://openalex.org/W2037866349","https://openalex.org/W4394734788","https://openalex.org/W4399147128"],"abstract_inverted_index":{"Many":[0],"machine":[1],"learning":[2,38,63,69,89,98,138],"models":[3,39],"are":[4,40,100,120],"naturally":[5],"multitask,":[6],"which":[7,15,96],"may":[8],"involve":[9],"regression":[10],"and":[11,48,71,117,163],"classification":[12],"tasks,":[13],"in":[14],"they":[16],"can":[17,54],"be":[18],"trained":[19],"by":[20,152],"the":[21,31,45,49,52,97,111,153,158],"multitask":[22,88],"network":[23],"to":[24,59],"yield":[25],"a":[26,56,61,78,85,103,128,133],"more":[27],"generalized":[28],"model":[29,94],"with":[30,91],"aid":[32],"of":[33,51,87,147],"correlated":[34],"features.":[35],"When":[36],"these":[37],"deployed":[41],"on":[42,156],"Internet-of-Things":[43],"devices,":[44],"computation":[46],"efficiency":[47],"privacy":[50,73,119],"data":[53,142],"pose":[55],"significant":[57],"challenge":[58],"developing":[60],"federated":[62],"(FL)":[64],"algorithm":[65,125,149],"for":[66,84,107,126],"both":[67],"higher":[68],"performance":[70,146],"better":[72,108],"protection.":[74,143],"In":[75],"this":[76,123,148],"article,":[77],"new":[79],"FL":[80,124],"framework":[81],"is":[82,150],"proposed":[83],"class":[86],"problems":[90],"hard":[92],"parameter-sharing":[93],"through":[95],"tasks":[99,139],"reformulated":[101],"as":[102],"multiobjective":[104],"optimization":[105],"problem":[106],"performance.":[109],"Specifically,":[110],"stochastic":[112],"multiple":[113],"gradient":[114],"descent":[115],"approach":[116],"differential":[118],"integrated":[121],"into":[122],"achieving":[127],"Pareto":[129],"optimality":[130],"that":[131],"obtains":[132],"good":[134],"tradeoff":[135],"among":[136],"different":[137],"while":[140],"providing":[141],"The":[144],"outstanding":[145],"demonstrated":[151],"empirical":[154],"experiments":[155],"multiMINIST,":[157],"Chinese":[159],"city":[160],"parking":[161],"dataset,":[162],"Cityscapes":[164],"dataset.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}