{"id":"https://openalex.org/W4401906149","doi":"https://doi.org/10.1109/tmc.2024.3450542","title":"PrVFL: Pruning-Aware Verifiable Federated Learning for Heterogeneous Edge Computing","display_name":"PrVFL: Pruning-Aware Verifiable Federated Learning for Heterogeneous Edge Computing","publication_year":2024,"publication_date":"2024-08-27","ids":{"openalex":"https://openalex.org/W4401906149","doi":"https://doi.org/10.1109/tmc.2024.3450542"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2024.3450542","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3450542","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/A5062650864","display_name":"X. Wang","orcid":"https://orcid.org/0009-0000-7234-8055"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xigui Wang","raw_affiliation_strings":["College of Computer Science, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0000-7234-8055","affiliations":[{"raw_affiliation_string":"College of Computer Science, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102986000","display_name":"Haiyang Yu","orcid":"https://orcid.org/0000-0003-3761-9598"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haiyang Yu","raw_affiliation_strings":["College of Computer Science, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3761-9598","affiliations":[{"raw_affiliation_string":"College of Computer Science, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100428108","display_name":"Yuwen Chen","orcid":"https://orcid.org/0000-0001-6414-9697"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuwen Chen","raw_affiliation_strings":["College of Computer Science, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6414-9697","affiliations":[{"raw_affiliation_string":"College of Computer Science, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039872140","display_name":"Richard Sinnott","orcid":"https://orcid.org/0000-0001-5998-222X"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Richard O. Sinnott","raw_affiliation_strings":["School of Computing and Information Systems, Faculty of Engineering and Information Technology, University of Melbourne, Melbourne, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0001-5998-222X","affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, Faculty of Engineering and Information Technology, University of Melbourne, Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115602239","display_name":"Zhen Yang","orcid":"https://orcid.org/0000-0002-6058-0217"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Yang","raw_affiliation_strings":["College of Computer Science, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6058-0217","affiliations":[{"raw_affiliation_string":"College of Computer Science, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6671,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.86243421,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"23","issue":"12","first_page":"15062","last_page":"15079"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9959999918937683,"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":0.9959999918937683,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9595999717712402,"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/computer-science","display_name":"Computer science","score":0.9057266712188721},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.7370132207870483},{"id":"https://openalex.org/keywords/verifiable-secret-sharing","display_name":"Verifiable secret sharing","score":0.6679161787033081},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.6043133735656738},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5506085157394409},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.45893996953964233},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4188292324542999},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.39023980498313904},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37718820571899414},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.34689122438430786},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.17017534375190735},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14284127950668335},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.0923691987991333}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9057266712188721},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.7370132207870483},{"id":"https://openalex.org/C85847156","wikidata":"https://www.wikidata.org/wiki/Q59015987","display_name":"Verifiable secret sharing","level":3,"score":0.6679161787033081},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.6043133735656738},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5506085157394409},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.45893996953964233},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4188292324542999},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.39023980498313904},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37718820571899414},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.34689122438430786},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.17017534375190735},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14284127950668335},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0923691987991333},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"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},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2024.3450542","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3450542","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/G4692988407","display_name":null,"funder_award_id":"62271456","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G940167418","display_name":null,"funder_award_id":"4232018","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1582713334","https://openalex.org/W2052267638","https://openalex.org/W2053637704","https://openalex.org/W2125723038","https://openalex.org/W2152924492","https://openalex.org/W2156186849","https://openalex.org/W2343785519","https://openalex.org/W2400124473","https://openalex.org/W2767079719","https://openalex.org/W2883748642","https://openalex.org/W2892341857","https://openalex.org/W2912213068","https://openalex.org/W2963540401","https://openalex.org/W2977090839","https://openalex.org/W2989368243","https://openalex.org/W2996942942","https://openalex.org/W3012501605","https://openalex.org/W3021654819","https://openalex.org/W3049640275","https://openalex.org/W3086590218","https://openalex.org/W3088451060","https://openalex.org/W3095859802","https://openalex.org/W3102767875","https://openalex.org/W3110845456","https://openalex.org/W3136021864","https://openalex.org/W3136450870","https://openalex.org/W3175748529","https://openalex.org/W3210225643","https://openalex.org/W3211993156","https://openalex.org/W4206900626","https://openalex.org/W4210422511","https://openalex.org/W4283211712","https://openalex.org/W4285218634","https://openalex.org/W4289147229","https://openalex.org/W4289546285","https://openalex.org/W4289821779","https://openalex.org/W4310677091","https://openalex.org/W4313316095","https://openalex.org/W4313350237","https://openalex.org/W4367277161","https://openalex.org/W4381537550","https://openalex.org/W4387544199","https://openalex.org/W4389459125","https://openalex.org/W6728757088","https://openalex.org/W6745148473","https://openalex.org/W6756756286"],"related_works":["https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4313339048","https://openalex.org/W4313526662","https://openalex.org/W3111395152","https://openalex.org/W4386004629","https://openalex.org/W2942586735"],"abstract_inverted_index":{"In":[0,97],"the":[1,4,46,122,133,149,183],"era":[2],"emphasizing":[3],"privacy":[5,24],"of":[6,69,124,136,186],"personal":[7],"data,":[8],"verifiable":[9,38,84],"federated":[10,39,85],"learning":[11,19,40,86],"has":[12,173],"garnered":[13],"significant":[14],"attention":[15],"as":[16,59],"a":[17,83,116,164],"machine":[18],"approach":[20],"to":[21,45,72,107,146],"safeguard":[22],"user":[23,145],"while":[25],"simultaneously":[26],"validating":[27],"aggregated":[28,125],"result.":[29],"However,":[30],"there":[31,63],"are":[32],"some":[33],"unresolved":[34],"issues":[35],"when":[36],"deploying":[37],"in":[41,55,77],"edge":[42,49,95,130,138,144],"computing.":[43,96],"Due":[44],"constraint":[47],"resources,":[48],"computing":[50],"demands":[51],"cost":[52],"saving":[53],"measurements":[54],"model":[56,60,90],"training":[57,155],"such":[58],"pruning.":[61],"Unfortunately,":[62],"is":[64],"currently":[65],"no":[66],"protocol":[67,106],"capable":[68],"enabling":[70],"users":[71],"verify":[73],"pruning":[74,91,109,151],"results.":[75],"Therefore,":[76],"this":[78,98],"paper,":[79],"we":[80,100,113,168],"introduce":[81],"PrVFL,":[82],"framework":[87],"that":[88,170],"supports":[89],"verification":[92,119],"and":[93],"heterogeneous":[94,117,129],"scheme,":[99],"innovatively":[101],"utilize":[102],"zero-knowledge":[103],"range":[104],"proof":[105],"achieve":[108],"result":[110,126],"verification.":[111],"Additionally,":[112],"first":[114],"propose":[115],"delayed":[118],"scheme":[120,141],"supporting":[121],"validation":[123],"for":[127,153,176],"pruned":[128],"models.":[131],"Addressing":[132],"prevalent":[134],"scenario":[135],"performance-heterogeneous":[137],"clients,":[139],"our":[140,187],"empowers":[142],"each":[143,154],"autonomously":[147],"choose":[148],"desired":[150],"ratio":[152],"round":[156],"based":[157],"on":[158],"their":[159],"specific":[160],"performance.":[161],"By":[162],"employing":[163],"global":[165],"residual":[166],"model,":[167],"ensure":[169],"every":[171],"parameter":[172],"an":[174],"opportunity":[175],"training.":[177],"The":[178],"extensive":[179],"experimental":[180],"results":[181],"demonstrate":[182],"practical":[184],"performance":[185],"proposed":[188],"scheme.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}