{"id":"https://openalex.org/W4408325964","doi":"https://doi.org/10.1109/globecom52923.2024.10900982","title":"BPVFL: A Bidirectional Privacy-Preserving Verifiable Federated Learning Framework with Homomorphic Encryption","display_name":"BPVFL: A Bidirectional Privacy-Preserving Verifiable Federated Learning Framework with Homomorphic Encryption","publication_year":2024,"publication_date":"2024-12-08","ids":{"openalex":"https://openalex.org/W4408325964","doi":"https://doi.org/10.1109/globecom52923.2024.10900982"},"language":"en","primary_location":{"id":"doi:10.1109/globecom52923.2024.10900982","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom52923.2024.10900982","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2024 - 2024 IEEE Global Communications Conference","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100326776","display_name":"Jingwei Liu","orcid":"https://orcid.org/0000-0003-1981-0436"},"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":"Jingwei Liu","raw_affiliation_strings":["Xidian University,Shaanxi Key Laboratory of Blockchain and Secure Computing,Xi’an,China,710071"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xidian University,Shaanxi Key Laboratory of Blockchain and Secure Computing,Xi’an,China,710071","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101756343","display_name":"Sijing Chen","orcid":"https://orcid.org/0000-0001-7410-8901"},"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":"Sijing Chen","raw_affiliation_strings":["Xidian University,Shaanxi Key Laboratory of Blockchain and Secure Computing,Xi’an,China,710071"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xidian University,Shaanxi Key Laboratory of Blockchain and Secure Computing,Xi’an,China,710071","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Junrong Zhu","orcid":null},"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":"Junrong Zhu","raw_affiliation_strings":["Xidian University,Shaanxi Key Laboratory of Blockchain and Secure Computing,Xi’an,China,710071"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xidian University,Shaanxi Key Laboratory of Blockchain and Secure Computing,Xi’an,China,710071","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073142570","display_name":"Rong Sun","orcid":"https://orcid.org/0000-0002-7627-7968"},"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":"Rong Sun","raw_affiliation_strings":["Xidian University,State Key Laboratory of ISN,Xi’an,China,710071"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xidian University,State Key Laboratory of ISN,Xi’an,China,710071","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060514022","display_name":"Xiaojiang Du","orcid":"https://orcid.org/0000-0003-4235-9671"},"institutions":[{"id":"https://openalex.org/I108468826","display_name":"Stevens Institute of Technology","ror":"https://ror.org/02z43xh36","country_code":"US","type":"education","lineage":["https://openalex.org/I108468826"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaojiang Du","raw_affiliation_strings":["Stevens Institute of Technology,Department of Electrical and Computer Engineering,Hoboken,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stevens Institute of Technology,Department of Electrical and Computer Engineering,Hoboken,USA","institution_ids":["https://openalex.org/I108468826"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5106131902","display_name":"Mohsen Guizani","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohsen Guizani","raw_affiliation_strings":["Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI),Department of Machine Learning,Abu Dhabi,UAE,999041"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mohamed Bin Zayed University of Artificial Intelligence (MBZUAI),Department of Machine Learning,Abu Dhabi,UAE,999041","institution_ids":["https://openalex.org/I4210113480"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"638","last_page":"643"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9979000091552734,"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":0.9979000091552734,"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":0.98580002784729,"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/homomorphic-encryption","display_name":"Homomorphic encryption","score":0.9631385207176208},{"id":"https://openalex.org/keywords/verifiable-secret-sharing","display_name":"Verifiable secret sharing","score":0.8855881690979004},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8225936889648438},{"id":"https://openalex.org/keywords/homomorphic-secret-sharing","display_name":"Homomorphic secret sharing","score":0.5797243118286133},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.4833342730998993},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.474267840385437},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.41173094511032104},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4106844961643219},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.1250762939453125}],"concepts":[{"id":"https://openalex.org/C158338273","wikidata":"https://www.wikidata.org/wiki/Q2154943","display_name":"Homomorphic encryption","level":3,"score":0.9631385207176208},{"id":"https://openalex.org/C85847156","wikidata":"https://www.wikidata.org/wiki/Q59015987","display_name":"Verifiable secret sharing","level":3,"score":0.8855881690979004},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8225936889648438},{"id":"https://openalex.org/C132161212","wikidata":"https://www.wikidata.org/wiki/Q5891458","display_name":"Homomorphic secret sharing","level":4,"score":0.5797243118286133},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.4833342730998993},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.474267840385437},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.41173094511032104},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4106844961643219},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1250762939453125},{"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/globecom52923.2024.10900982","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom52923.2024.10900982","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2024 - 2024 IEEE Global Communications Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1994836439","https://openalex.org/W2112796928","https://openalex.org/W2113047229","https://openalex.org/W2125492197","https://openalex.org/W2606882085","https://openalex.org/W2620234603","https://openalex.org/W2963540401","https://openalex.org/W3021654819","https://openalex.org/W3110845456","https://openalex.org/W3123459983","https://openalex.org/W3209696639","https://openalex.org/W4313350237"],"related_works":["https://openalex.org/W4316659877","https://openalex.org/W2255318804","https://openalex.org/W1557783852","https://openalex.org/W2363629235","https://openalex.org/W2034979624","https://openalex.org/W3035389378","https://openalex.org/W2607647996","https://openalex.org/W2356937512","https://openalex.org/W2391956792","https://openalex.org/W2111019861"],"abstract_inverted_index":{"Federated":[0],"learning,":[1],"while":[2],"advancing":[3],"data":[4,21],"privacy,":[5,90],"faces":[6],"risks":[7],"of":[8,35,70,76],"sensitive":[9],"information":[10,78],"leakage":[11],"through":[12],"parameter":[13],"updates,":[14],"making":[15],"it":[16],"susceptible":[17],"to":[18],"inference":[19],"and":[20,41,59,73,95,98],"reconstruction":[22],"attacks.":[23],"Fraudulent":[24],"behaviors":[25],"by":[26,80,93],"central":[27],"servers":[28,94],"or":[29],"clients":[30],"can":[31],"undermine":[32],"the":[33,68,74,77],"integrity":[34,69],"model":[36],"training,":[37],"thereby":[38],"reducing":[39],"accuracy":[40],"affecting":[42],"decision-making":[43],"quality.":[44],"This":[45,65],"paper":[46],"introduces":[47],"a":[48,60],"bidirectional,":[49],"privacy-preserving":[50],"verifiable":[51],"federated":[52],"learning":[53],"framework(BPVFL)":[54],"built":[55],"on":[56],"homomorphic":[57],"encryption":[58],"novel":[61],"three-party":[62],"zero-knowledge":[63],"protocol.":[64],"framework":[66],"guarantees":[67],"server":[71],"aggregation":[72],"credibility":[75],"uploaded":[79],"clients.":[81],"Experimental":[82],"results":[83],"demonstrate":[84],"that":[85],"BPVFL":[86],"effectively":[87],"protects":[88],"client":[89,102],"prevents":[91],"fraud":[92],"certain":[96],"clients,":[97],"efficiently":[99],"handles":[100],"numerous":[101],"disconnections":[103],"with":[104],"minimal":[105],"overhead.":[106]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}