{"id":"https://openalex.org/W7119033842","doi":"https://doi.org/10.1109/jiot.2026.3651363","title":"A Trustworthy Federated Learning Framework for Joint Privacy and Byzantine Resilience","display_name":"A Trustworthy Federated Learning Framework for Joint Privacy and Byzantine Resilience","publication_year":2026,"publication_date":"2026-01-06","ids":{"openalex":"https://openalex.org/W7119033842","doi":"https://doi.org/10.1109/jiot.2026.3651363"},"language":null,"primary_location":{"id":"doi:10.1109/jiot.2026.3651363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3651363","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5122273935","display_name":"Jiangang Shu","orcid":null},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]},{"id":"https://openalex.org/I4210106808","display_name":"Guangzhou Institute of Advanced Technology","ror":"https://ror.org/01vcw4681","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210106808"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiangang Shu","raw_affiliation_strings":["Cyberspace Institute of Advanced Technology and the Huangpu Research School of Guangzhou University, Guangzhou University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-4650-8008","affiliations":[{"raw_affiliation_string":"Cyberspace Institute of Advanced Technology and the Huangpu Research School of Guangzhou University, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034","https://openalex.org/I4210106808"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122234480","display_name":"Zhiping Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]},{"id":"https://openalex.org/I4210106808","display_name":"Guangzhou Institute of Advanced Technology","ror":"https://ror.org/01vcw4681","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210106808"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiping Hu","raw_affiliation_strings":["Cyberspace Institute of Advanced Technology and the Huangpu Research School of Guangzhou University, Guangzhou University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0005-9730-4741","affiliations":[{"raw_affiliation_string":"Cyberspace Institute of Advanced Technology and the Huangpu Research School of Guangzhou University, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034","https://openalex.org/I4210106808"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102793940","display_name":"Fuyi Wang","orcid":"https://orcid.org/0000-0002-8216-3238"},"institutions":[{"id":"https://openalex.org/I82951845","display_name":"RMIT University","ror":"https://ror.org/04ttjf776","country_code":"AU","type":"education","lineage":["https://openalex.org/I82951845"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Fuyi Wang","raw_affiliation_strings":["Enterprise AI and Data Analytics Hub, RMIT University, Melbourne, Australia"],"raw_orcid":"https://orcid.org/0000-0002-8216-3238","affiliations":[{"raw_affiliation_string":"Enterprise AI and Data Analytics Hub, RMIT University, Melbourne, Australia","institution_ids":["https://openalex.org/I82951845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122257562","display_name":"Yuyu He","orcid":null},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]},{"id":"https://openalex.org/I4210106808","display_name":"Guangzhou Institute of Advanced Technology","ror":"https://ror.org/01vcw4681","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210106808"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuyu He","raw_affiliation_strings":["Cyberspace Institute of Advanced Technology and the Huangpu Research School of Guangzhou University, Guangzhou University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cyberspace Institute of Advanced Technology and the Huangpu Research School of Guangzhou University, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034","https://openalex.org/I4210106808"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101486498","display_name":"Hui Lu","orcid":"https://orcid.org/0000-0002-4120-7716"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]},{"id":"https://openalex.org/I4210106808","display_name":"Guangzhou Institute of Advanced Technology","ror":"https://ror.org/01vcw4681","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210106808"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Lu","raw_affiliation_strings":["Cyberspace Institute of Advanced Technology and the Huangpu Research School of Guangzhou University, Guangzhou University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-4120-7716","affiliations":[{"raw_affiliation_string":"Cyberspace Institute of Advanced Technology and the Huangpu Research School of Guangzhou University, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034","https://openalex.org/I4210106808"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5119265864","display_name":"Zhihong Tian","orcid":null},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]},{"id":"https://openalex.org/I4210106808","display_name":"Guangzhou Institute of Advanced Technology","ror":"https://ror.org/01vcw4681","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210106808"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihong Tian","raw_affiliation_strings":["Cyberspace Institute of Advanced Technology and the Huangpu Research School of Guangzhou University, Guangzhou University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-9409-5359","affiliations":[{"raw_affiliation_string":"Cyberspace Institute of Advanced Technology and the Huangpu Research School of Guangzhou University, Guangzhou University, Guangzhou, China","institution_ids":["https://openalex.org/I37987034","https://openalex.org/I4210106808"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":12.1051,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.95813775,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"13","issue":"7","first_page":"12673","last_page":"12686"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9775000214576721,"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":0.9775000214576721,"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":0.007199999876320362,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.0024999999441206455,"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/server","display_name":"Server","score":0.5608999729156494},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.555400013923645},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5430999994277954},{"id":"https://openalex.org/keywords/byzantine-fault-tolerance","display_name":"Byzantine fault tolerance","score":0.5390999913215637},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4851999878883362},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.47690001130104065},{"id":"https://openalex.org/keywords/data-aggregator","display_name":"Data aggregator","score":0.46939998865127563},{"id":"https://openalex.org/keywords/cryptography","display_name":"Cryptography","score":0.45509999990463257},{"id":"https://openalex.org/keywords/confidentiality","display_name":"Confidentiality","score":0.42579999566078186}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8791000247001648},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.5608999729156494},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.555400013923645},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5430999994277954},{"id":"https://openalex.org/C168021876","wikidata":"https://www.wikidata.org/wiki/Q1353446","display_name":"Byzantine fault tolerance","level":3,"score":0.5390999913215637},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5314000248908997},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4851999878883362},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.47690001130104065},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4738999903202057},{"id":"https://openalex.org/C82578977","wikidata":"https://www.wikidata.org/wiki/Q16773055","display_name":"Data aggregator","level":3,"score":0.46939998865127563},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.45509999990463257},{"id":"https://openalex.org/C71745522","wikidata":"https://www.wikidata.org/wiki/Q2476929","display_name":"Confidentiality","level":2,"score":0.42579999566078186},{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.42340001463890076},{"id":"https://openalex.org/C72648740","wikidata":"https://www.wikidata.org/wiki/Q658476","display_name":"Public key infrastructure","level":4,"score":0.3991999924182892},{"id":"https://openalex.org/C140547941","wikidata":"https://www.wikidata.org/wiki/Q7797194","display_name":"Threat model","level":2,"score":0.3662000000476837},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.3346000015735626},{"id":"https://openalex.org/C178005623","wikidata":"https://www.wikidata.org/wiki/Q308859","display_name":"Anonymity","level":2,"score":0.32749998569488525},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.298799991607666},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.2928999960422516},{"id":"https://openalex.org/C15927051","wikidata":"https://www.wikidata.org/wiki/Q246593","display_name":"Cryptographic primitive","level":4,"score":0.2782999873161316},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.2727000117301941},{"id":"https://openalex.org/C33762810","wikidata":"https://www.wikidata.org/wiki/Q461671","display_name":"Data integrity","level":2,"score":0.2685999870300293},{"id":"https://openalex.org/C101780184","wikidata":"https://www.wikidata.org/wiki/Q840576","display_name":"Dissemination","level":2,"score":0.260699987411499},{"id":"https://openalex.org/C62989814","wikidata":"https://www.wikidata.org/wiki/Q854648","display_name":"Gossip","level":2,"score":0.26030001044273376},{"id":"https://openalex.org/C2778505942","wikidata":"https://www.wikidata.org/wiki/Q18344624","display_name":"Microservices","level":3,"score":0.2508000135421753}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2026.3651363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3651363","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1502308759","display_name":null,"funder_award_id":"U25A20424","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3811779512","display_name":null,"funder_award_id":"No.62372129","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4420781630","display_name":null,"funder_award_id":"No.U2436208","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6064493666","display_name":null,"funder_award_id":"U2436208","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7079601997","display_name":null,"funder_award_id":"No.U25A20424","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8812891240","display_name":null,"funder_award_id":"62372129","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8852396805","display_name":null,"funder_award_id":"25&ZD182","funder_id":"https://openalex.org/F4320335869","funder_display_name":"National Social Science Fund 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/F4320335869","display_name":"National Social Science Fund of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"has":[3],"emerged":[4],"as":[5,127],"a":[6,52,66,84,120,134,185,201],"promising":[7],"paradigm":[8],"for":[9,204],"collaborative":[10],"model":[11],"training":[12],"without":[13],"direct":[14],"data":[15],"sharing.":[16],"However,":[17],"existing":[18,161],"frameworks":[19],"struggle":[20],"to":[21,190],"simultaneously":[22],"ensure":[23],"strong":[24],"privacy":[25,77,195],"protection":[26,196],"and":[27,41,54,118,130,143,169,187,197,206],"robustness":[28],"against":[29],"adversarial":[30,210],"participants.":[31],"Although":[32],"numerous":[33],"robust":[34,73,111,162],"aggregation":[35,74,96,112,124,163],"algorithms":[36,164],"can":[37],"mitigate":[38],"Byzantine":[39,198],"attacks":[40],"various":[42],"privacy-preserving":[43,68],"approaches":[44],"have":[45],"been":[46],"developed,":[47],"achieving":[48],"both":[49],"objectives":[50],"within":[51],"unified":[53],"efficient":[55],"framework":[56,70,115,156],"remains":[57],"challenging.":[58],"To":[59],"address":[60],"this":[61],"compatibility":[62],"gap,":[63],"we":[64],"propose":[65],"generic":[67],"FL":[69,175,208],"that":[71,99,154,180],"integrates":[72],"with":[75,173],"cryptographic":[76],"guarantees":[78],"through":[79],"secure":[80,205],"two-party":[81],"computation":[82],"under":[83,133],"dual-server":[85],"architecture.":[86],"In":[87],"our":[88,155],"design,":[89],"two":[90],"non-colluding":[91],"servers":[92],"collaboratively":[93],"execute":[94],"the":[95,107,140,158,181,191],"process,":[97],"ensuring":[98],"sensitive":[100],"client":[101],"updates":[102],"remain":[103],"confidential":[104],"while":[105,165],"enabling":[106],"application":[108],"of":[109,123,160,194],"diverse":[110],"strategies.":[113],"The":[114],"is":[116],"flexible":[117],"supports":[119],"wide":[121],"range":[122],"algorithms,":[125],"such":[126],"Multi-Krum,":[128],"Median,":[129],"Mean-based":[131],"methods,":[132],"consistent":[135],"security":[136],"model.":[137],"We":[138],"implement":[139],"proposed":[141,182],"system":[142],"conduct":[144],"extensive":[145],"experiments":[146],"on":[147],"multiple":[148],"benchmark":[149],"datasets.":[150],"Experimental":[151],"results":[152],"demonstrate":[153],"preserves":[157],"effectiveness":[159],"maintaining":[166],"acceptable":[167],"runtime":[168],"communication":[170],"overhead":[171],"compared":[172],"standard":[174],"baselines.":[176],"These":[177],"findings":[178],"confirm":[179],"approach":[183],"provides":[184],"practical":[186],"balanced":[188],"solution":[189],"dual":[192],"challenges":[193],"robustness,":[199],"offering":[200],"versatile":[202],"foundation":[203],"trustworthy":[207],"in":[209],"environments.":[211]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-26T06:05:38.182114","created_date":"2026-01-08T00:00:00"}
