{"id":"https://openalex.org/W4415593512","doi":"https://doi.org/10.1109/tmc.2025.3625654","title":"Enhancing Federated Learning in Edge Computing With Secure Aggregation and Dynamic Verification","display_name":"Enhancing Federated Learning in Edge Computing With Secure Aggregation and Dynamic Verification","publication_year":2025,"publication_date":"2025-10-27","ids":{"openalex":"https://openalex.org/W4415593512","doi":"https://doi.org/10.1109/tmc.2025.3625654"},"language":null,"primary_location":{"id":"doi:10.1109/tmc.2025.3625654","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2025.3625654","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Mobile Computing","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/A5101640550","display_name":"Mengqian Li","orcid":"https://orcid.org/0000-0002-9580-5738"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengqian Li","raw_affiliation_strings":["State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang, China"],"raw_orcid":"https://orcid.org/0000-0002-9580-5738","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052363813","display_name":"Youliang Tian","orcid":"https://orcid.org/0000-0002-5974-1570"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youliang Tian","raw_affiliation_strings":["State Key Laboratory of Public Big Data, College of Big Data and Information Engineering, Guizhou University, Guiyang, China"],"raw_orcid":"https://orcid.org/0000-0002-5974-1570","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Public Big Data, College of Big Data and Information Engineering, Guizhou University, Guiyang, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057161639","display_name":"Junpeng Zhang","orcid":"https://orcid.org/0000-0003-0386-0025"},"institutions":[{"id":"https://openalex.org/I94611258","display_name":"Hebei Normal University","ror":"https://ror.org/004rbbw49","country_code":"CN","type":"education","lineage":["https://openalex.org/I94611258"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junpeng Zhang","raw_affiliation_strings":["Hebei Provincial Key Laboratory of Network and Information Security, Hebei Normal University, Shijiazhuang, China"],"raw_orcid":"https://orcid.org/0000-0003-0386-0025","affiliations":[{"raw_affiliation_string":"Hebei Provincial Key Laboratory of Network and Information Security, Hebei Normal University, Shijiazhuang, China","institution_ids":["https://openalex.org/I94611258"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060659901","display_name":"Jinbo Xiong","orcid":"https://orcid.org/0000-0001-9985-1953"},"institutions":[{"id":"https://openalex.org/I169019527","display_name":"Quanzhou Normal University","ror":"https://ror.org/006ak0b38","country_code":"CN","type":"education","lineage":["https://openalex.org/I169019527"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinbo Xiong","raw_affiliation_strings":["Industrial School of Joint Innovation, Quanzhou Vocational and Technical University, Quanzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-9985-1953","affiliations":[{"raw_affiliation_string":"Industrial School of Joint Innovation, Quanzhou Vocational and Technical University, Quanzhou, China","institution_ids":["https://openalex.org/I169019527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113376009","display_name":"Xinhua Cui","orcid":"https://orcid.org/0009-0003-2746-848X"},"institutions":[{"id":"https://openalex.org/I178232147","display_name":"Guizhou University","ror":"https://ror.org/02wmsc916","country_code":"CN","type":"education","lineage":["https://openalex.org/I178232147"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinhua Cui","raw_affiliation_strings":["State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang, China"],"raw_orcid":"https://orcid.org/0009-0003-2746-848X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Public Big Data, College of Computer Science and Technology, Guizhou University, Guiyang, China","institution_ids":["https://openalex.org/I178232147"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012016098","display_name":"Jianfeng Ma","orcid":"https://orcid.org/0000-0003-4251-1143"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianfeng Ma","raw_affiliation_strings":["State Key Laboratory of Integrated Services Network, School of Cyber Engineering, Xidian University, Xi&#x2019;an, China","State Key Laboratory of Integrated Services Network, School of Cyber Engineering, Xidian University, Xi&#x0027;an, China"],"raw_orcid":"https://orcid.org/0000-0003-4251-1143","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Network, School of Cyber Engineering, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]},{"raw_affiliation_string":"State Key Laboratory of Integrated Services Network, School of Cyber Engineering, Xidian University, Xi&#x0027;an, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15537947,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"25","issue":"4","first_page":"4618","last_page":"4631"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9969000220298767,"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":0.9969000220298767,"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":0.9900000095367432,"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/T11614","display_name":"Cloud Data Security Solutions","score":0.9732000231742859,"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/verifiable-secret-sharing","display_name":"Verifiable secret sharing","score":0.5717999935150146},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5508000254631042},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5322999954223633},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4993000030517578},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.4973999857902527},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4675000011920929},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.4625999927520752},{"id":"https://openalex.org/keywords/collusion","display_name":"Collusion","score":0.46059998869895935},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.4169999957084656},{"id":"https://openalex.org/keywords/trusted-computing","display_name":"Trusted Computing","score":0.39820000529289246}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9140999913215637},{"id":"https://openalex.org/C85847156","wikidata":"https://www.wikidata.org/wiki/Q59015987","display_name":"Verifiable secret sharing","level":3,"score":0.5717999935150146},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5508000254631042},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5322999954223633},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5188000202178955},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4993000030517578},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.4973999857902527},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4675000011920929},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.4625999927520752},{"id":"https://openalex.org/C2781198186","wikidata":"https://www.wikidata.org/wiki/Q701521","display_name":"Collusion","level":2,"score":0.46059998869895935},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.41909998655319214},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.4169999957084656},{"id":"https://openalex.org/C2776831232","wikidata":"https://www.wikidata.org/wiki/Q966812","display_name":"Trusted Computing","level":2,"score":0.39820000529289246},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.37279999256134033},{"id":"https://openalex.org/C82578977","wikidata":"https://www.wikidata.org/wiki/Q16773055","display_name":"Data aggregator","level":3,"score":0.37139999866485596},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.3555999994277954},{"id":"https://openalex.org/C3087436","wikidata":"https://www.wikidata.org/wiki/Q1386603","display_name":"Secret sharing","level":3,"score":0.3555000126361847},{"id":"https://openalex.org/C527821871","wikidata":"https://www.wikidata.org/wiki/Q228502","display_name":"Access control","level":2,"score":0.3418999910354614},{"id":"https://openalex.org/C33884865","wikidata":"https://www.wikidata.org/wiki/Q1254335","display_name":"Cryptographic protocol","level":3,"score":0.33390000462532043},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.32829999923706055},{"id":"https://openalex.org/C99221444","wikidata":"https://www.wikidata.org/wiki/Q1532069","display_name":"Private information retrieval","level":2,"score":0.32190001010894775},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.31529998779296875},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.30820000171661377},{"id":"https://openalex.org/C49895821","wikidata":"https://www.wikidata.org/wiki/Q5227368","display_name":"Data verification","level":2,"score":0.3068000078201294},{"id":"https://openalex.org/C2775973920","wikidata":"https://www.wikidata.org/wiki/Q3252726","display_name":"Selection algorithm","level":3,"score":0.3066999912261963},{"id":"https://openalex.org/C152880691","wikidata":"https://www.wikidata.org/wiki/Q146813","display_name":"Client\u2013server model","level":3,"score":0.30149999260902405},{"id":"https://openalex.org/C110251889","wikidata":"https://www.wikidata.org/wiki/Q1569697","display_name":"Model checking","level":2,"score":0.30090001225471497},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2946999967098236},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2921000123023987},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.2833000123500824},{"id":"https://openalex.org/C47487241","wikidata":"https://www.wikidata.org/wiki/Q5227230","display_name":"Data access","level":2,"score":0.2782999873161316},{"id":"https://openalex.org/C153740404","wikidata":"https://www.wikidata.org/wiki/Q671224","display_name":"Data center","level":2,"score":0.27549999952316284},{"id":"https://openalex.org/C33762810","wikidata":"https://www.wikidata.org/wiki/Q461671","display_name":"Data integrity","level":2,"score":0.27320000529289246},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.26669999957084656},{"id":"https://openalex.org/C202477664","wikidata":"https://www.wikidata.org/wiki/Q1352449","display_name":"Client-side","level":2,"score":0.25609999895095825},{"id":"https://openalex.org/C38369872","wikidata":"https://www.wikidata.org/wiki/Q7445009","display_name":"Security analysis","level":2,"score":0.2556999921798706},{"id":"https://openalex.org/C137822555","wikidata":"https://www.wikidata.org/wiki/Q2587068","display_name":"Information sensitivity","level":2,"score":0.2551000118255615}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2025.3625654","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2025.3625654","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Mobile Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G132680173","display_name":null,"funder_award_id":"[2020]5017","funder_id":"https://openalex.org/F4320336617","funder_display_name":"Science and Technology Program of Guizhou Province"},{"id":"https://openalex.org/G7339968161","display_name":null,"funder_award_id":"62272102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8023207571","display_name":null,"funder_award_id":"2023J02014","funder_id":"https://openalex.org/F4320321878","funder_display_name":"Natural Science Foundation of Fujian Province"},{"id":"https://openalex.org/G8933663338","display_name":null,"funder_award_id":"[2022]065","funder_id":"https://openalex.org/F4320336617","funder_display_name":"Science and Technology Program of Guizhou Province"},{"id":"https://openalex.org/G968270831","display_name":null,"funder_award_id":"62272123","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"},{"id":"https://openalex.org/F4320321878","display_name":"Natural Science Foundation of Fujian Province","ror":null},{"id":"https://openalex.org/F4320336617","display_name":"Science and Technology Program of Guizhou Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2132172731","https://openalex.org/W2606891064","https://openalex.org/W2618530766","https://openalex.org/W2963540401","https://openalex.org/W2989289980","https://openalex.org/W3110845456","https://openalex.org/W3111353949","https://openalex.org/W4220810976","https://openalex.org/W4281477281","https://openalex.org/W4287729878","https://openalex.org/W4289656845","https://openalex.org/W4306688887","https://openalex.org/W4313316095","https://openalex.org/W4317796249","https://openalex.org/W4320481068","https://openalex.org/W4323065874","https://openalex.org/W4323670134","https://openalex.org/W4367277161","https://openalex.org/W4378194814","https://openalex.org/W4379011606","https://openalex.org/W4386078230","https://openalex.org/W4386275563","https://openalex.org/W4386766438","https://openalex.org/W4389352474","https://openalex.org/W4390577878","https://openalex.org/W4391661654","https://openalex.org/W4393159861","https://openalex.org/W4396982182","https://openalex.org/W4399168337","https://openalex.org/W4400075125","https://openalex.org/W4409223177"],"related_works":[],"abstract_inverted_index":{"Federated":[0],"learning":[1],"(FL)":[2],"enables":[3,140],"multiple":[4],"clients":[5],"to":[6,9,20,37,71,82,109],"exchange":[7],"gradients":[8,36],"facilitate":[10],"collaborative":[11],"training":[12,32,174],"in":[13,132,156],"edge":[14],"computing":[15],"without":[16],"transferring":[17],"private":[18],"data":[19,169],"the":[21,25,30,62,94,98,111,119,128,134,141,149],"cloud":[22],"server.":[23],"However,":[24],"malicious":[26],"server":[27,95,120],"may":[28],"disrupt":[29],"model":[31,73,78,100],"process":[33],"by":[34,80,186,191],"obtaining":[35],"infer":[38],"client":[39,153,159],"information":[40],"or":[41],"faking":[42],"validation":[43],"results.":[44,175],"Considering":[45],"these":[46],"threats,":[47],"we":[48,60,85,126],"construct":[49],"a":[50,87,105],"dynamic,":[51],"secure,":[52],"and":[53,121,136,144,148,171,188],"verifiable":[54],"FL":[55],"scheme,":[56],"named":[57],"DSVFL.":[58],"Specifically,":[59],"propose":[61,86],"fine-grained":[63],"top-<inline-formula":[64],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[65],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><tex-math":[66],"notation=\"LaTeX\">$k$</tex-math></inline-formula>":[67],"gradient":[68],"selection":[69],"algorithm":[70,108],"accelerate":[72],"convergence,":[74],"which":[75,139],"can":[76,167,181],"improve":[77],"accuracy":[79],"up":[81],"49.14%.":[83],"Furthermore,":[84],"single-cloud":[88],"secure":[89],"aggregation":[90,113,135,143],"protocol":[91],"that":[92,165,179],"guarantees":[93],"cannot":[96],"access":[97],"real":[99],"parameters.":[101],"We":[102],"also":[103],"design":[104],"trusted":[106],"verification":[107,137,151],"validate":[110],"server's":[112],"results":[114,177],"while":[115],"resisting":[116],"collusion":[117],"between":[118],"clients.":[122],"For":[123],"federation":[124],"dynamics,":[125],"adopt":[127],"Shamir's":[129],"secret":[130],"sharing":[131],"both":[133],"phases,":[138],"correct":[142,173],"decryption":[145],"of":[146,152,158],"ciphertexts":[147],"independent":[150],"signatures,":[154],"even":[155],"cases":[157],"dropouts.":[160],"Rigorous":[161],"theoretical":[162],"analysis":[163],"demonstrates":[164],"DSVFL":[166,180],"protect":[168],"privacy":[170],"ensure":[172],"Experimental":[176],"indicate":[178],"reduce":[182],"clients'":[183],"computational":[184],"cost":[185],"48%-63%":[187],"communication":[189],"overhead":[190],"33%-49%":[192],"compared":[193],"with":[194],"existing":[195],"solutions.":[196]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-28T00:00:00"}
