{"id":"https://openalex.org/W3211643445","doi":"https://doi.org/10.1109/jiot.2021.3127886","title":"Lightweight Federated Learning for Large-Scale IoT Devices With Privacy Guarantee","display_name":"Lightweight Federated Learning for Large-Scale IoT Devices With Privacy Guarantee","publication_year":2021,"publication_date":"2021-11-15","ids":{"openalex":"https://openalex.org/W3211643445","doi":"https://doi.org/10.1109/jiot.2021.3127886","mag":"3211643445"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2021.3127886","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2021.3127886","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/A5102737422","display_name":"Zhaohui Wei","orcid":"https://orcid.org/0000-0002-1015-1684"},"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":"Zhaohui Wei","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks and Shaanxi Key Laboratory of Blockchain and Secure Computing, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-1015-1684","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks and Shaanxi Key Laboratory of Blockchain and Secure Computing, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065373445","display_name":"Qingqi Pei","orcid":"https://orcid.org/0000-0001-7601-5434"},"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":"Qingqi Pei","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks and Shaanxi Key Laboratory of Blockchain and Secure Computing, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0001-7601-5434","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks and Shaanxi Key Laboratory of Blockchain and Secure Computing, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ning Zhang","orcid":"https://orcid.org/0000-0001-9518-1622"},"institutions":[{"id":"https://openalex.org/I74413500","display_name":"University of Windsor","ror":"https://ror.org/01gw3d370","country_code":"CA","type":"education","lineage":["https://openalex.org/I74413500"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ning Zhang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Windsor, Windsor, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0001-9518-1622","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Windsor, Windsor, ON, Canada","institution_ids":["https://openalex.org/I74413500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100400548","display_name":"Xuefeng Liu","orcid":"https://orcid.org/0000-0002-7343-6302"},"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":"Xuefeng Liu","raw_affiliation_strings":["School of Cyber Engineering, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-7343-6302","affiliations":[{"raw_affiliation_string":"School of Cyber Engineering, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046333931","display_name":"Celimuge Wu","orcid":"https://orcid.org/0000-0001-6853-5878"},"institutions":[{"id":"https://openalex.org/I20529979","display_name":"University of Electro-Communications","ror":"https://ror.org/02x73b849","country_code":"JP","type":"education","lineage":["https://openalex.org/I20529979"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Celimuge Wu","raw_affiliation_strings":["Department of Computer and Network Engineering, Graduate School of Informatics and Engineering, The University of Electro-Communications, Chofu, Japan"],"raw_orcid":"https://orcid.org/0000-0001-6853-5878","affiliations":[{"raw_affiliation_string":"Department of Computer and Network Engineering, Graduate School of Informatics and Engineering, The University of Electro-Communications, Chofu, Japan","institution_ids":["https://openalex.org/I20529979"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110631868","display_name":"Amirhosein Taherkordi","orcid":null},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Amirhosein Taherkordi","raw_affiliation_strings":["Department of Informatics, University of Oslo, Oslo, Norway"],"raw_orcid":"https://orcid.org/0000-0003-1672-054X","affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Oslo, Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.6178,"has_fulltext":false,"cited_by_count":41,"citation_normalized_percentile":{"value":0.95594317,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"10","issue":"4","first_page":"3179","last_page":"3191"},"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/T10237","display_name":"Cryptography and Data Security","score":0.9984999895095825,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9934999942779541,"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":0.8936166763305664},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5848636031150818},{"id":"https://openalex.org/keywords/collusion","display_name":"Collusion","score":0.568397581577301},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5598682165145874},{"id":"https://openalex.org/keywords/cryptography","display_name":"Cryptography","score":0.5549173355102539},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5008690357208252},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4747341573238373},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.44263532757759094},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.42656487226486206},{"id":"https://openalex.org/keywords/security-analysis","display_name":"Security analysis","score":0.41634097695350647},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.41066259145736694},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4009619355201721}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8936166763305664},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5848636031150818},{"id":"https://openalex.org/C2781198186","wikidata":"https://www.wikidata.org/wiki/Q701521","display_name":"Collusion","level":2,"score":0.568397581577301},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5598682165145874},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.5549173355102539},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5008690357208252},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4747341573238373},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.44263532757759094},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.42656487226486206},{"id":"https://openalex.org/C38369872","wikidata":"https://www.wikidata.org/wiki/Q7445009","display_name":"Security analysis","level":2,"score":0.41634097695350647},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.41066259145736694},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4009619355201721},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2021.3127886","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2021.3127886","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/G1223911924","display_name":null,"funder_award_id":"XJS210105","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2340254373","display_name":null,"funder_award_id":"XJS210107","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7407643660","display_name":null,"funder_award_id":"61902292","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G828402418","display_name":null,"funder_award_id":"2020YFB1807500","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8292956318","display_name":null,"funder_award_id":"62132013","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/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1562076531","https://openalex.org/W1568804695","https://openalex.org/W1952161176","https://openalex.org/W2033974828","https://openalex.org/W2053637704","https://openalex.org/W2141420453","https://openalex.org/W2525846285","https://openalex.org/W2538520193","https://openalex.org/W2701059868","https://openalex.org/W2736194861","https://openalex.org/W2767079719","https://openalex.org/W2781091734","https://openalex.org/W2904945193","https://openalex.org/W2912213068","https://openalex.org/W2963106566","https://openalex.org/W2963540401","https://openalex.org/W2970097841","https://openalex.org/W2990239018","https://openalex.org/W2996845627","https://openalex.org/W2998623446","https://openalex.org/W3010009703","https://openalex.org/W3013981106","https://openalex.org/W3016632787","https://openalex.org/W3021654819","https://openalex.org/W3038426846","https://openalex.org/W3045670331","https://openalex.org/W3097060730","https://openalex.org/W3102449016","https://openalex.org/W3102496129","https://openalex.org/W3106356772","https://openalex.org/W3117926661","https://openalex.org/W3168750027","https://openalex.org/W6606067566","https://openalex.org/W6762519339"],"related_works":["https://openalex.org/W2009938035","https://openalex.org/W3143020802","https://openalex.org/W1491837399","https://openalex.org/W3122232980","https://openalex.org/W2272761499","https://openalex.org/W2363272970","https://openalex.org/W2120306875","https://openalex.org/W1699588379","https://openalex.org/W3143060468","https://openalex.org/W2547101978"],"abstract_inverted_index":{"With":[0],"the":[1,5,17,73,94,163,176,186],"massive":[2],"deployment":[3],"of":[4,7,20,59,96,136,190],"Internet":[6],"Things":[8],"(IoT)":[9],"devices,":[10],"many":[11],"data":[12,21,39],"analysis":[13,40],"applications":[14],"emerge":[15],"for":[16,68,89,129,140,151],"large":[18,57,134],"amount":[19],"accumulated":[22],"by":[23],"IoT.":[24],"Federated":[25],"learning":[26],"(FedL)":[27],"on":[28,181],"IoT":[29,69,90,183],"devices":[30,70,184],"is":[31,110,160],"an":[32],"appealing":[33],"mode":[34],"to":[35,72,103,112,173],"train":[36],"a":[37,56,84,133,146],"precise":[38],"model.":[41,165],"However,":[42],"existing":[43],"FedL":[44,87,122,153],"schemes":[45,65],"either":[46],"take":[47],"expensive":[48],"computation":[49],"costs":[50,132],"(e.g.,":[51],"public-key":[52],"cryptographic":[53],"operations)":[54],"or":[55],"number":[58,135],"interactions":[60,137],"among":[61,138],"participants.":[62],"Obviously,":[63],"these":[64],"are":[66],"unsuitable":[67],"due":[71],"limited":[74],"computational":[75],"and":[76,126,188],"communication":[77],"resources.":[78],"In":[79,166],"this":[80],"work,":[81],"we":[82,100,143,168],"propose":[83],"lightweight":[85],"privacy-preserving":[86],"scheme":[88,109,159,172],"devices.":[91],"To":[92],"protect":[93],"privacy":[95,141],"individual":[97],"local":[98],"data,":[99],"add":[101],"masks":[102,115],"intervening":[104],"parameters.":[105],"An":[106],"effective":[107],"secret-sharing":[108],"adopted":[111],"ensure":[113],"that":[114,121,157],"can":[116],"be":[117],"eliminated":[118],"accurately.":[119],"Considering":[120],"involves":[123],"multiple":[124],"iterations":[125],"mask":[127,148],"generation":[128],"each":[130],"iteration":[131],"users":[139],"guarantee,":[142],"also":[144,169],"design":[145],"secure":[147,161],"reusing":[149],"mechanism":[150],"large-scale":[152],"tasks.":[154],"We":[155],"prove":[156],"our":[158,171,191],"against":[162],"honest-but-curious":[164],"addition,":[167],"expand":[170],"deal":[174],"with":[175],"collusion":[177],"attack.":[178],"Extensive":[179],"experiments":[180],"real":[182],"demonstrate":[185],"accuracy":[187],"efficiency":[189],"work.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":6}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
