{"id":"https://openalex.org/W4400276258","doi":"https://doi.org/10.1109/wcnc57260.2024.10571024","title":"Adaptive Privacy Budget-based Differential Privacy Co-Training for Wireless Semantic Communication","display_name":"Adaptive Privacy Budget-based Differential Privacy Co-Training for Wireless Semantic Communication","publication_year":2024,"publication_date":"2024-04-21","ids":{"openalex":"https://openalex.org/W4400276258","doi":"https://doi.org/10.1109/wcnc57260.2024.10571024"},"language":"en","primary_location":{"id":"doi:10.1109/wcnc57260.2024.10571024","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wcnc57260.2024.10571024","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Wireless Communications and Networking Conference (WCNC)","raw_type":"proceedings-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/A5101801343","display_name":"Honghao Liu","orcid":"https://orcid.org/0000-0002-9840-5748"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Honghao Liu","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, BUPT,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017735092","display_name":"Bizhu Wang","orcid":"https://orcid.org/0000-0001-9259-9126"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bizhu Wang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, BUPT,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023884578","display_name":"Rui Meng","orcid":"https://orcid.org/0000-0003-0486-1409"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Meng","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, BUPT,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059295869","display_name":"Shujun Han","orcid":"https://orcid.org/0000-0002-6257-7732"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shujun Han","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, BUPT,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT,Beijing,China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061030501","display_name":"Xiaodong Xu","orcid":"https://orcid.org/0000-0003-4245-5989"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodong Xu","raw_affiliation_strings":["Peng Cheng Laboratory,Department of Broadband Communication,Shenzhen,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory,Department of Broadband Communication,Shenzhen,China","institution_ids":["https://openalex.org/I4210136793"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5273,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.85087351,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"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/T11045","display_name":"Privacy, Security, and Data Protection","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.9843000173568726,"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/differential-privacy","display_name":"Differential privacy","score":0.7793065905570984},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7317246198654175},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5528959631919861},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.458195298910141},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.4301599860191345},{"id":"https://openalex.org/keywords/privacy-software","display_name":"Privacy software","score":0.4295036792755127},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.39225295186042786},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1427515745162964},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.09355026483535767}],"concepts":[{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.7793065905570984},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7317246198654175},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5528959631919861},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.458195298910141},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.4301599860191345},{"id":"https://openalex.org/C509729295","wikidata":"https://www.wikidata.org/wiki/Q7246032","display_name":"Privacy software","level":3,"score":0.4295036792755127},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.39225295186042786},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1427515745162964},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.09355026483535767}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wcnc57260.2024.10571024","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wcnc57260.2024.10571024","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Wireless Communications and Networking Conference (WCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6896554825","display_name":null,"funder_award_id":"2022YFB2902102","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1873763122","https://openalex.org/W2784621220","https://openalex.org/W2930926105","https://openalex.org/W2946889564","https://openalex.org/W2970408908","https://openalex.org/W3016632787","https://openalex.org/W3103245149","https://openalex.org/W3123459983","https://openalex.org/W3134818623","https://openalex.org/W3198139956","https://openalex.org/W4206573848","https://openalex.org/W4210624746","https://openalex.org/W4213044365","https://openalex.org/W4226150551","https://openalex.org/W4312913871","https://openalex.org/W6747855403","https://openalex.org/W6764838729","https://openalex.org/W6810966997"],"related_works":["https://openalex.org/W2584827882","https://openalex.org/W2528109871","https://openalex.org/W3027166605","https://openalex.org/W3134350841","https://openalex.org/W3136495642","https://openalex.org/W3129454145","https://openalex.org/W3153181207","https://openalex.org/W2110748233","https://openalex.org/W2240244939","https://openalex.org/W3094057321"],"abstract_inverted_index":{"Recently,":[0],"there":[1],"has":[2],"been":[3],"a":[4],"growing":[5],"interest":[6],"in":[7,58],"Semantic":[8],"Communication":[9],"(SemCom)":[10],"frameworks":[11],"that":[12,159,189],"aim":[13],"to":[14,36,63,129,182,199,211],"enhance":[15],"intelligent":[16],"communications":[17],"by":[18,133,196,208],"exploiting":[19],"the":[20,48,64,92,98,109,138,145,149,154,160,166,170,177,212],"intended":[21],"meaning":[22],"of":[23,88,94,151,179],"transmitted":[24],"information.":[25],"In":[26],"this":[27,69,71],"context,":[28],"some":[29],"researchers":[30],"have":[31],"introduced":[32],"federated":[33],"learning":[34],"(FL)":[35],"train":[37],"semantic":[38,121],"models":[39,99,155],"effectively":[40],"and":[41,119],"efficiently,":[42],"while":[43,141],"keeping":[44],"private":[45],"data":[46],"on":[47,104],"respective":[49],"devices.":[50],"However,":[51],"publicly":[52],"sharing":[53],"model":[54,122,215],"updates":[55],"during":[56,101,137],"co-training":[57,81],"SemCom":[59,80],"can":[60],"potentially":[61],"lead":[62],"privacy":[65,89,127,146,161,193],"leakage.":[66],"To":[67],"address":[68],"issue,":[70],"paper":[72],"conducts":[73],"membership":[74],"inference":[75],"attacks":[76],"(MIA)":[77],"against":[78,131],"FL-based":[79,200],"processes.":[82],"Through":[83],"experiments,":[84],"we":[85,107],"discover":[86],"instances":[87],"leakage,":[90],"with":[91],"rate":[93,195,207],"leakage":[95,194],"varying":[96],"as":[97,153,219],"converge":[100],"training.":[102,123],"Based":[103],"these":[105],"findings,":[106],"propose":[108],"Adaptive":[110],"Privacy":[111,114],"Budget-based":[112],"Differential":[113],"(APB-DP)":[115],"method":[116],"for":[117],"secure":[118],"effective":[120,164],"APB-DP":[124,173,190],"utilizes":[125],"differential":[126],"(DP)":[128],"safeguard":[130],"MIA":[132],"introducing":[134],"artificial":[135],"noise":[136],"training":[139,167,216],"process,":[140],"also":[142],"dynamically":[143],"adapting":[144],"budget":[147],"(i.e.,":[148],"level":[150],"noise)":[152],"converge.":[156],"This":[157],"ensures":[158],"protection":[162],"remains":[163],"throughout":[165],"process.":[168],"On":[169],"other":[171],"hand,":[172],"takes":[174],"into":[175],"account":[176],"impact":[178],"wireless":[180],"channels":[181],"prevent":[183],"unnecessary":[184],"interference.":[185],"Simulation":[186],"results":[187],"show":[188],"significantly":[191],"reduces":[192,204],"13%":[197],"compared":[198,210],"SemCom.":[201],"Additionally,":[202],"it":[203],"performance":[205],"loss":[206],"71%":[209],"state-of-the-art":[213],"DP-based":[214],"scheme":[217],"known":[218],"NbAFL.":[220]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}