{"id":"https://openalex.org/W4411798896","doi":"https://doi.org/10.1109/jiot.2025.3584084","title":"LPV-FL: A Lightweight Privacy-Preserving and Verifiable Federated Learning Scheme","display_name":"LPV-FL: A Lightweight Privacy-Preserving and Verifiable Federated Learning Scheme","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4411798896","doi":"https://doi.org/10.1109/jiot.2025.3584084"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3584084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3584084","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":null,"display_name":"Xia Lei","orcid":"https://orcid.org/0009-0007-6287-9793"},"institutions":[{"id":"https://openalex.org/I75689368","display_name":"Communication University of China","ror":"https://ror.org/04facbs33","country_code":"CN","type":"education","lineage":["https://openalex.org/I75689368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xia Lei","raw_affiliation_strings":["State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0007-6287-9793","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China","institution_ids":["https://openalex.org/I75689368"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Siqi Wang","orcid":"https://orcid.org/0009-0002-9542-131X"},"institutions":[{"id":"https://openalex.org/I75689368","display_name":"Communication University of China","ror":"https://ror.org/04facbs33","country_code":"CN","type":"education","lineage":["https://openalex.org/I75689368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siqi Wang","raw_affiliation_strings":["State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0002-9542-131X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China","institution_ids":["https://openalex.org/I75689368"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075581701","display_name":"Yongkai Fan","orcid":"https://orcid.org/0000-0002-4537-4650"},"institutions":[{"id":"https://openalex.org/I75689368","display_name":"Communication University of China","ror":"https://ror.org/04facbs33","country_code":"CN","type":"education","lineage":["https://openalex.org/I75689368"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongkai Fan","raw_affiliation_strings":["State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4537-4650","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China","institution_ids":["https://openalex.org/I75689368"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.7588,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.87233741,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"12","issue":"24","first_page":"51866","last_page":"51876"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9991999864578247,"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":0.9991999864578247,"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":0.9728999733924866,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9449999928474426,"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/verifiable-secret-sharing","display_name":"Verifiable secret sharing","score":0.8565391302108765},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.826927661895752},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.7387064695358276},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.5099037885665894},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4932798743247986},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.40190672874450684},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.34784144163131714},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.07446762919425964}],"concepts":[{"id":"https://openalex.org/C85847156","wikidata":"https://www.wikidata.org/wiki/Q59015987","display_name":"Verifiable secret sharing","level":3,"score":0.8565391302108765},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.826927661895752},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.7387064695358276},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.5099037885665894},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4932798743247986},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.40190672874450684},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34784144163131714},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.07446762919425964},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3584084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3584084","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/G1008346214","display_name":null,"funder_award_id":"62406299","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2148869304","display_name":null,"funder_award_id":"No. 62406299","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":27,"referenced_works":["https://openalex.org/W1582713334","https://openalex.org/W2015880590","https://openalex.org/W2101687784","https://openalex.org/W2114579022","https://openalex.org/W2214897964","https://openalex.org/W2739845435","https://openalex.org/W2767079719","https://openalex.org/W2801874531","https://openalex.org/W2951832089","https://openalex.org/W2963540401","https://openalex.org/W2964261135","https://openalex.org/W2965135529","https://openalex.org/W2984693664","https://openalex.org/W2990700079","https://openalex.org/W2995022099","https://openalex.org/W3045670331","https://openalex.org/W3087463235","https://openalex.org/W3095859802","https://openalex.org/W3110578965","https://openalex.org/W3110845456","https://openalex.org/W3120721446","https://openalex.org/W3212079419","https://openalex.org/W4310677091","https://openalex.org/W4364381134","https://openalex.org/W4387490649","https://openalex.org/W4390775273","https://openalex.org/W4392173949"],"related_works":["https://openalex.org/W2355730523","https://openalex.org/W152021879","https://openalex.org/W2072918937","https://openalex.org/W2365629437","https://openalex.org/W2023935927","https://openalex.org/W2348330439","https://openalex.org/W2350372928","https://openalex.org/W2364126283","https://openalex.org/W4383721755","https://openalex.org/W1522862521"],"abstract_inverted_index":{"In":[0],"federated":[1,110],"learning":[2,111],"(FL),":[3],"the":[4,15,41,61,71,74,80,86,91,145,150,171],"aggregation":[5,16,44,51,76],"server":[6,33],"is":[7,67],"typically":[8],"assumed":[9],"to":[10,20,34,46,53,69,122,136,143],"be":[11],"honest-but-curious\u2013it":[12],"faithfully":[13],"follows":[14],"protocol":[17],"but":[18],"attempts":[19],"infer":[21],"private":[22],"information":[23],"as":[24,26,39],"much":[25],"possible.":[27],"Adversaries":[28],"may":[29],"manipulate":[30],"a":[31,106,118,127,175,182],"dishonest":[32,101],"maximize":[35],"illegal":[36],"benefits,":[37],"such":[38],"reducing":[40],"number":[42],"of":[43,63,73,82,93,149],"rounds":[45],"save":[47],"computation":[48,159],"or":[49],"fabricating":[50],"results":[52,77,154],"affect":[54],"model":[55,83],"updates":[56],"and":[57,78,96,140,147,160,166,181],"performance.":[58,168],"To":[59,89],"ensure":[60,144],"security":[62],"FL":[64,87],"aggregation,":[65],"it":[66,173],"crucial":[68],"verify":[70],"correctness":[72],"server-side":[75],"maintain":[79],"consistency":[81,146],"distribution":[84],"during":[85],"process.":[88],"address":[90],"issues":[92],"high":[94],"overhead":[95,162],"insufficient":[97],"integrity":[98,165],"in":[99,178,185],"verifying":[100],"servers,":[102],"this":[103],"paper":[104],"proposes":[105],"lightweight":[107],"privacy-preserving":[108],"verifiable":[109],"framework,":[112],"named":[113],"LPV-FL.":[114],"This":[115],"framework":[116],"adopts":[117],"linear":[119,133],"masking":[120],"mechanism":[121],"protect":[123],"gradient":[124],"privacy,":[125],"introduces":[126],"local":[128],"verification":[129,138,167,179],"method":[130],"based":[131],"on":[132],"homomorphic":[134],"hashing":[135],"improve":[137],"efficiency,":[139],"incorporates":[141],"blockchain":[142],"auditability":[148],"global":[151],"model.":[152],"Experimental":[153],"show":[155],"that":[156],"LPV-FL":[157],"reduces":[158],"communication":[161,186],"while":[163],"guaranteeing":[164],"Compared":[169],"with":[170],"baseline,":[172],"achieves":[174],"63.18%":[176],"reduction":[177,184],"time":[180],"98.73%":[183],"overhead.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}