{"id":"https://openalex.org/W4379984795","doi":"https://doi.org/10.1109/tccn.2023.3284548","title":"Performance Optimization for Noise Interference Privacy Protection in Federated Learning","display_name":"Performance Optimization for Noise Interference Privacy Protection in Federated Learning","publication_year":2023,"publication_date":"2023-06-09","ids":{"openalex":"https://openalex.org/W4379984795","doi":"https://doi.org/10.1109/tccn.2023.3284548"},"language":"en","primary_location":{"id":"doi:10.1109/tccn.2023.3284548","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2023.3284548","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"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 Transactions on Cognitive Communications and Networking","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/A5036466780","display_name":"Zihao Peng","orcid":"https://orcid.org/0000-0003-3108-123X"},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]},{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihao Peng","raw_affiliation_strings":["School of Mathematics and Computer Science, Nanchang University, Nanchang, China","School of Computer and Information Engineering, Henan University, Kaifeng, China"],"raw_orcid":"https://orcid.org/0000-0003-3108-123X","affiliations":[{"raw_affiliation_string":"School of Mathematics and Computer Science, Nanchang University, Nanchang, China","institution_ids":["https://openalex.org/I141649914"]},{"raw_affiliation_string":"School of Computer and Information Engineering, Henan University, Kaifeng, China","institution_ids":["https://openalex.org/I173899330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100763026","display_name":"Boyuan Li","orcid":"https://orcid.org/0000-0003-2899-8848"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Boyuan Li","raw_affiliation_strings":["School of Computer and Information Engineering, Henan University, Kaifeng, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Henan University, Kaifeng, China","institution_ids":["https://openalex.org/I173899330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100617143","display_name":"Le Li","orcid":"https://orcid.org/0000-0001-8710-8740"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Le Li","raw_affiliation_strings":["School of Computer and Information Engineering, Henan University, Kaifeng, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Henan University, Kaifeng, China","institution_ids":["https://openalex.org/I173899330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062618254","display_name":"Shengbo Chen","orcid":"https://orcid.org/0000-0002-9026-8128"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengbo Chen","raw_affiliation_strings":["School of Computer and Information Engineering, Henan University, Kaifeng, China","Henan Engineering Research Center of Intelligent Technology and Application, Henan University, Kaifeng, China"],"raw_orcid":"https://orcid.org/0000-0002-9026-8128","affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Henan University, Kaifeng, China","institution_ids":["https://openalex.org/I173899330"]},{"raw_affiliation_string":"Henan Engineering Research Center of Intelligent Technology and Application, Henan University, Kaifeng, China","institution_ids":["https://openalex.org/I173899330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100399482","display_name":"Guanghui Wang","orcid":"https://orcid.org/0000-0002-9275-8323"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guanghui Wang","raw_affiliation_strings":["School of Software and the Henan International Joint Laboratory of Intelligent Network Theory and Key Technology, Henan University, Kaifeng, China"],"raw_orcid":"https://orcid.org/0000-0002-9275-8323","affiliations":[{"raw_affiliation_string":"School of Software and the Henan International Joint Laboratory of Intelligent Network Theory and Key Technology, Henan University, Kaifeng, China","institution_ids":["https://openalex.org/I173899330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100813758","display_name":"Hong Rao","orcid":"https://orcid.org/0000-0002-7467-7108"},"institutions":[{"id":"https://openalex.org/I141649914","display_name":"Nanchang University","ror":"https://ror.org/042v6xz23","country_code":"CN","type":"education","lineage":["https://openalex.org/I141649914"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Rao","raw_affiliation_strings":["School of Software, Nanchang University, Nanchang, China"],"raw_orcid":"https://orcid.org/0000-0002-7467-7108","affiliations":[{"raw_affiliation_string":"School of Software, Nanchang University, Nanchang, China","institution_ids":["https://openalex.org/I141649914"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016749653","display_name":"Cong Shen","orcid":"https://orcid.org/0000-0002-3148-4453"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cong Shen","raw_affiliation_strings":["Charles L. Brown Department of Electrical and Computer Engineering, University of Virginia, Charlottesville, VA, USA"],"raw_orcid":"https://orcid.org/0000-0002-3148-4453","affiliations":[{"raw_affiliation_string":"Charles L. Brown Department of Electrical and Computer Engineering, University of Virginia, Charlottesville, VA, USA","institution_ids":["https://openalex.org/I51556381"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7931,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.75922779,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"9","issue":"5","first_page":"1322","last_page":"1339"},"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.987500011920929,"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":0.984499990940094,"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/mnist-database","display_name":"MNIST database","score":0.9167356491088867},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8501442670822144},{"id":"https://openalex.org/keywords/artificial-noise","display_name":"Artificial noise","score":0.7508226633071899},{"id":"https://openalex.org/keywords/upload","display_name":"Upload","score":0.6479983329772949},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.6280739307403564},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.5262196063995361},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5207983255386353},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.5159721970558167},{"id":"https://openalex.org/keywords/private-information-retrieval","display_name":"Private information retrieval","score":0.4384543299674988},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43452176451683044},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41125011444091797},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3299506604671478},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.30522412061691284},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2830808162689209},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.19761088490486145},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.1875039041042328},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1312066614627838}],"concepts":[{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.9167356491088867},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8501442670822144},{"id":"https://openalex.org/C2780909371","wikidata":"https://www.wikidata.org/wiki/Q4801092","display_name":"Artificial noise","level":4,"score":0.7508226633071899},{"id":"https://openalex.org/C71901391","wikidata":"https://www.wikidata.org/wiki/Q7126699","display_name":"Upload","level":2,"score":0.6479983329772949},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.6280739307403564},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.5262196063995361},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5207983255386353},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.5159721970558167},{"id":"https://openalex.org/C99221444","wikidata":"https://www.wikidata.org/wiki/Q1532069","display_name":"Private information retrieval","level":2,"score":0.4384543299674988},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43452176451683044},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41125011444091797},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3299506604671478},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.30522412061691284},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2830808162689209},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.19761088490486145},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.1875039041042328},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1312066614627838},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C19247436","wikidata":"https://www.wikidata.org/wiki/Q192727","display_name":"Physical layer","level":3,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tccn.2023.3284548","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tccn.2023.3284548","pdf_url":null,"source":{"id":"https://openalex.org/S2484188435","display_name":"IEEE Transactions on Cognitive Communications and Networking","issn_l":"2332-7731","issn":["2332-7731","2372-2045"],"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 Transactions on Cognitive Communications and Networking","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.6700000166893005,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G939780494","display_name":null,"funder_award_id":"62102133","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":64,"referenced_works":["https://openalex.org/W6908809","https://openalex.org/W1522301498","https://openalex.org/W2148991744","https://openalex.org/W2160208155","https://openalex.org/W2465345967","https://openalex.org/W2473418344","https://openalex.org/W2594311007","https://openalex.org/W2767079719","https://openalex.org/W2773194476","https://openalex.org/W2784621220","https://openalex.org/W2900182564","https://openalex.org/W2902114605","https://openalex.org/W2930926105","https://openalex.org/W2940810329","https://openalex.org/W2963179579","https://openalex.org/W2964162474","https://openalex.org/W2970408908","https://openalex.org/W2970606380","https://openalex.org/W2978648093","https://openalex.org/W2984242138","https://openalex.org/W3006555759","https://openalex.org/W3016632787","https://openalex.org/W3021654819","https://openalex.org/W3022244822","https://openalex.org/W3033686777","https://openalex.org/W3040216580","https://openalex.org/W3043303805","https://openalex.org/W3081130510","https://openalex.org/W3091870957","https://openalex.org/W3103245149","https://openalex.org/W3106378891","https://openalex.org/W3128515475","https://openalex.org/W3146591378","https://openalex.org/W3159560790","https://openalex.org/W3174531954","https://openalex.org/W3192324887","https://openalex.org/W3203780767","https://openalex.org/W3204091362","https://openalex.org/W4213435773","https://openalex.org/W4287822453","https://openalex.org/W4298221930","https://openalex.org/W4299283926","https://openalex.org/W4312785780","https://openalex.org/W4313525986","https://openalex.org/W4318619660","https://openalex.org/W4320005471","https://openalex.org/W6600284362","https://openalex.org/W6631190155","https://openalex.org/W6728757088","https://openalex.org/W6746388805","https://openalex.org/W6746720608","https://openalex.org/W6747855403","https://openalex.org/W6752191696","https://openalex.org/W6756680320","https://openalex.org/W6764838729","https://openalex.org/W6768844495","https://openalex.org/W6773817997","https://openalex.org/W6773976177","https://openalex.org/W6775563089","https://openalex.org/W6780071757","https://openalex.org/W6780438843","https://openalex.org/W6795487366","https://openalex.org/W6797161312","https://openalex.org/W6838433268"],"related_works":["https://openalex.org/W4386603768","https://openalex.org/W2950475743","https://openalex.org/W2886711096","https://openalex.org/W2750384547","https://openalex.org/W4380078352","https://openalex.org/W3046591097","https://openalex.org/W4389249638","https://openalex.org/W2733410219","https://openalex.org/W2734358244","https://openalex.org/W2596305496"],"abstract_inverted_index":{"The":[0],"data":[1],"security":[2],"issue":[3],"in":[4,17],"federated":[5,10],"learning":[6,11,65,98,110],"is":[7,54],"critical.":[8],"While":[9],"allows":[12],"clients":[13],"to":[14,36,48,77,117],"collaboratively":[15],"participate":[16],"the":[18,30,34,37,49,64,68,71,79,91,101,112,118,125,149,157],"global":[19,113],"model":[20,31,51,114],"training":[21],"without":[22],"sharing":[23],"private":[24],"data,":[25],"external":[26],"eavesdroppers":[27],"may":[28],"intercept":[29],"uploaded":[32],"by":[33,86],"client":[35,50,102],"server,":[38],"revealing":[39],"some":[40],"sensitive":[41],"information.":[42],"Noise":[43],"interference,":[44,88],"i.e.,":[45],"adding":[46],"noise":[47,87],"before":[52],"transmission,":[53],"an":[55],"effective":[56],"and":[57,103,133,137,164],"efficient":[58],"privacy-preserving":[59],"method,":[60],"but":[61],"it":[62],"degrades":[63],"performance":[66,83],"of":[67,81,124,127],"system":[69,82],"at":[70,100],"same":[72,150],"time.":[73],"In":[74],"this":[75],"paper,":[76],"address":[78],"challenge":[80],"degradation":[84],"caused":[85],"we":[89],"propose":[90],"FedNoise":[92,128,154],"algorithm,":[93],"which":[94],"adopts":[95],"two":[96],"separate":[97],"rates":[99],"server":[104],"respectively.":[105],"By":[106],"carefully":[107],"tuning":[108],"these":[109],"rates,":[111],"can":[115],"converge":[116],"optimum.":[119],"We":[120],"provide":[121],"theoretical":[122],"proofs":[123],"convergence":[126],"for":[129],"both":[130],"strongly":[131],"convex":[132],"non-convex":[134],"loss":[135],"functions":[136],"conduct":[138],"simulations":[139],"on":[140,160],"real":[141],"tasks.":[142],"Numerical":[143],"experimental":[144],"results":[145],"demonstrate":[146],"that,":[147],"under":[148],"privacy":[151],"protection":[152],"level,":[153],"significantly":[155],"outperforms":[156],"state-of-art":[158],"scheme":[159],"datasets":[161],"MNIST,":[162],"Fashion-MNIST,":[163],"CIFAR10.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}