{"id":"https://openalex.org/W7154731421","doi":"https://doi.org/10.1109/tifs.2026.3685129","title":"Heterogeneous Privacy-Preserving Federated Learning for Edge Intelligence","display_name":"Heterogeneous Privacy-Preserving Federated Learning for Edge Intelligence","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7154731421","doi":"https://doi.org/10.1109/tifs.2026.3685129"},"language":null,"primary_location":{"id":"doi:10.1109/tifs.2026.3685129","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2026.3685129","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"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 Information Forensics and Security","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/A5070361846","display_name":"Zhuangzhuang Zhang","orcid":"https://orcid.org/0000-0001-7749-2718"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhuangzhuang Zhang","raw_affiliation_strings":["Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-7749-2718","affiliations":[{"raw_affiliation_string":"Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077879414","display_name":"L WU","orcid":null},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Libing Wu","raw_affiliation_strings":["Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-9897-1953","affiliations":[{"raw_affiliation_string":"Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061725051","display_name":"Helei Cui","orcid":"https://orcid.org/0000-0003-1946-5361"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Helei Cui","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0003-1946-5361","affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100422345","display_name":"Zhibo Wang","orcid":"https://orcid.org/0000-0002-5804-3279"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhibo Wang","raw_affiliation_strings":["School of Cyber Science and Technology, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-5804-3279","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124260922","display_name":"Lijuan Huo","orcid":null},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijuan Huo","raw_affiliation_strings":["Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0009-0009-4625-5977","affiliations":[{"raw_affiliation_string":"Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jing Wang","orcid":"https://orcid.org/0009-0005-6171-8395"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Wang","raw_affiliation_strings":["School of Software and Engineering, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0009-0005-6171-8395","affiliations":[{"raw_affiliation_string":"School of Software and Engineering, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081287468","display_name":"Shengshan Hu","orcid":"https://orcid.org/0000-0003-0042-9045"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengshan Hu","raw_affiliation_strings":["School of Cyber Science and Engineering, Huazhong University of Science and Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-0042-9045","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5070361846"],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.79217399,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"21","issue":null,"first_page":"4402","last_page":"4416"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9460999965667725,"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":0.9460999965667725,"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/T10237","display_name":"Cryptography and Data Security","score":0.011699999682605267,"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/T14347","display_name":"Big Data and Digital Economy","score":0.008200000040233135,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.42980000376701355},{"id":"https://openalex.org/keywords/distributed-database","display_name":"Distributed database","score":0.34439998865127563},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.3402000069618225},{"id":"https://openalex.org/keywords/intelligence-analysis","display_name":"Intelligence analysis","score":0.32010000944137573},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.3125999867916107},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.3057999908924103}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8733999729156494},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.42980000376701355},{"id":"https://openalex.org/C70061542","wikidata":"https://www.wikidata.org/wiki/Q989016","display_name":"Distributed database","level":2,"score":0.34439998865127563},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.3402000069618225},{"id":"https://openalex.org/C517642484","wikidata":"https://www.wikidata.org/wiki/Q2388514","display_name":"Intelligence analysis","level":2,"score":0.32010000944137573},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.3125999867916107},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.3057999908924103},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.3052000105381012},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30169999599456787},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2736999988555908},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.26460000872612},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2644999921321869},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.2639999985694885},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2637999951839447},{"id":"https://openalex.org/C2779582901","wikidata":"https://www.wikidata.org/wiki/Q21013010","display_name":"Distributed learning","level":2,"score":0.2597000002861023}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tifs.2026.3685129","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2026.3685129","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"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 Information Forensics and Security","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3582018851","display_name":null,"funder_award_id":"U22B2022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4338170349","display_name":null,"funder_award_id":"62272348","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4868500656","display_name":null,"funder_award_id":"U24A20336","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7750792420","display_name":null,"funder_award_id":"62441237","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1832693441","https://openalex.org/W2027595342","https://openalex.org/W2473418344","https://openalex.org/W2797558164","https://openalex.org/W2927692314","https://openalex.org/W2963062476","https://openalex.org/W2963456518","https://openalex.org/W2963672937","https://openalex.org/W2964162474","https://openalex.org/W2991236681","https://openalex.org/W3016632787","https://openalex.org/W3095677657","https://openalex.org/W3134086225","https://openalex.org/W3173181676","https://openalex.org/W3203503583","https://openalex.org/W3206985409","https://openalex.org/W4210685423","https://openalex.org/W4211040998","https://openalex.org/W4225821859","https://openalex.org/W4226249052","https://openalex.org/W4285166735","https://openalex.org/W4285234583","https://openalex.org/W4285254453","https://openalex.org/W4289792488","https://openalex.org/W4290948380","https://openalex.org/W4311081048","https://openalex.org/W4313639536","https://openalex.org/W4317038464","https://openalex.org/W4319866023","https://openalex.org/W4328028449","https://openalex.org/W4377293783","https://openalex.org/W4383754164","https://openalex.org/W4387011206","https://openalex.org/W4407127070","https://openalex.org/W4412536341","https://openalex.org/W7133206410"],"related_works":[],"abstract_inverted_index":{"Federated":[0],"learning":[1,7,19],"(FL)":[2],"as":[3],"a":[4,62,107,165],"distributed":[5],"machine":[6,18],"paradigm":[8],"can":[9],"be":[10],"applied":[11,26],"to":[12,27,95,112,124,138,153],"edge":[13,68],"intelligence":[14],"scenarios":[15],"for":[16,67,100,143,170],"collaborative":[17],"model":[20,36,74,84,92,98,161,167,172,193],"building.":[21],"Unfortunately,":[22],"existing":[23],"privacy-preserving":[24,43,64],"FL":[25,44,65],"this":[28,57],"scenario":[29],"still":[30,48],"faces":[31],"three":[32,53],"challenges:":[33],"data":[34],"heterogeneity,":[35,37],"and":[38,82,199,206],"privacy":[39,141],"heterogeneity.":[40],"Despite":[41],"numerous":[42],"techniques":[45],"proposed,":[46],"they":[47],"cannot":[49],"effectively":[50],"address":[51],"these":[52],"challenges.":[54],"To":[55],"solve":[56],"problem,":[58],"we":[59,87,105,131,163],"propose":[60,106,132,164],"HeteroFed,":[61],"heterogeneous":[63,73,91,180],"framework":[66],"intelligence.":[69],"Our":[70],"HeteroFed":[71,178,187],"contains":[72],"construction,":[75],"dynamic":[76,108],"gradient":[77,109,116],"clipping,":[78],"adaptive":[79,134],"noise":[80,135,158],"addition,":[81],"deviation-aware":[83,166],"aggregation.":[85,173],"Specifically,":[86],"first":[88],"use":[89],"the":[90,126,155,202],"construction":[93],"mechanism":[94,111,137,169],"enable":[96],"personalized":[97],"training":[99],"different":[101],"smart":[102,122,144],"devices.":[103],"Then,":[104],"clipping":[110,117],"perform":[113],"dynamically":[114],"adjusted":[115],"on":[118,148,160,201],"models":[119,146],"uploaded":[120],"by":[121,195],"devices":[123],"limit":[125],"magnitude":[127],"of":[128,157],"gradients.":[129],"Finally,":[130],"an":[133],"addition":[136],"customize":[139],"differential":[140,181],"protection":[142],"device":[145],"based":[147],"their":[149],"convergence":[150],"status.":[151],"Furthermore,":[152],"mitigate":[154],"influence":[156],"perturbations":[159],"performance,":[162],"aggregation":[168],"accurate":[171],"Theoretical":[174],"analysis":[175],"demonstrates":[176],"that":[177,186],"achieves":[179],"privacy.":[182],"Extensive":[183],"experiments":[184],"show":[185],"outperforms":[188],"similar":[189],"methods,":[190],"improving":[191],"global":[192],"accuracy":[194],"18%,":[196],"15%,":[197],"13%,":[198],"18%":[200],"MNIST,":[203],"Fashion-MNIST,":[204],"CIFAR-10,":[205],"THUCNews":[207],"datasets,":[208],"respectively.":[209]},"counts_by_year":[],"updated_date":"2026-05-05T06:06:40.768181","created_date":"2026-04-18T00:00:00"}
