{"id":"https://openalex.org/W7134833026","doi":"https://doi.org/10.1109/tnse.2026.3672237","title":"Privacy-Preserving and Hierarchically Fair Federated Learning in IoT Based on Compressed Sensing","display_name":"Privacy-Preserving and Hierarchically Fair Federated Learning in IoT Based on Compressed Sensing","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7134833026","doi":"https://doi.org/10.1109/tnse.2026.3672237"},"language":null,"primary_location":{"id":"doi:10.1109/tnse.2026.3672237","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2026.3672237","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","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/A5128651303","display_name":"Hui Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Huang","raw_affiliation_strings":["School of Cyber Security and Information Law, Chongqing University of Posts and Telecommunications, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-1049-9023","affiliations":[{"raw_affiliation_string":"School of Cyber Security and Information Law, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128634326","display_name":"Di Xiao","orcid":null},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Di Xiao","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-6958-5807","affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103618452","display_name":"Xue Tan","orcid":null},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xue Tan","raw_affiliation_strings":["College of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017944235","display_name":"Zhi Yu","orcid":"https://orcid.org/0000-0002-1376-9025"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuyang Yu","raw_affiliation_strings":["College of Computer Science, Fudan University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Fudan University, Shanghai, China","institution_ids":["https://openalex.org/I24943067"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23648446,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"7527","last_page":"7546"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.8773000240325928,"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":0.8773000240325928,"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":0.03189999982714653,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.013000000268220901,"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/federated-learning","display_name":"Federated learning","score":0.8798999786376953},{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.7778000235557556},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.6841999888420105},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.6697999835014343},{"id":"https://openalex.org/keywords/compressed-sensing","display_name":"Compressed sensing","score":0.6060000061988831},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.535099983215332},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.483599990606308},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4611000120639801}],"concepts":[{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.8798999786376953},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7932999730110168},{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.7778000235557556},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.6841999888420105},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.6697999835014343},{"id":"https://openalex.org/C124851039","wikidata":"https://www.wikidata.org/wiki/Q2665459","display_name":"Compressed sensing","level":2,"score":0.6060000061988831},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.535099983215332},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.483599990606308},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4611000120639801},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3774000108242035},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.3643999993801117},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.36070001125335693},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32600000500679016},{"id":"https://openalex.org/C137822555","wikidata":"https://www.wikidata.org/wiki/Q2587068","display_name":"Information sensitivity","level":2,"score":0.3118000030517578},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2872999906539917},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28299999237060547},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.27869999408721924},{"id":"https://openalex.org/C3087436","wikidata":"https://www.wikidata.org/wiki/Q1386603","display_name":"Secret sharing","level":3,"score":0.26809999346733093},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.26809999346733093},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.2662999927997589},{"id":"https://openalex.org/C178489894","wikidata":"https://www.wikidata.org/wiki/Q8789","display_name":"Cryptography","level":2,"score":0.2549000084400177},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.25429999828338623},{"id":"https://openalex.org/C38369872","wikidata":"https://www.wikidata.org/wiki/Q7445009","display_name":"Security analysis","level":2,"score":0.2540000081062317},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnse.2026.3672237","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2026.3672237","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7043004631996155}],"awards":[{"id":"https://openalex.org/G1896701456","display_name":"\u517c\u987e\u56fe\u50cf\u6570\u636e\u9690\u79c1\u4fdd\u62a4\u4e0e\u53ef\u7528\u6027\u7684\u538b\u7f29\u611f\u77e5\u65b9\u6cd5\u7814\u7a76","funder_award_id":"62072063","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2527214115","display_name":null,"funder_award_id":"62402078","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3506882772","display_name":null,"funder_award_id":"62472053","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6186488712","display_name":null,"funder_award_id":"CSTB2025NSCQ-GPX1281","funder_id":"https://openalex.org/F4320323172","funder_display_name":"Natural Science Foundation of Chongqing"},{"id":"https://openalex.org/G7506606485","display_name":null,"funder_award_id":"cstc2024ycjh-bgzxm0048","funder_id":"https://openalex.org/F4320327865","funder_display_name":"Chongqing Research Program of Basic Research and Frontier Technology"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327865","display_name":"Chongqing Research Program of Basic Research and Frontier Technology","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"enables":[3],"a":[4,12,35,81,114,127],"larger":[5],"number":[6],"of":[7,28,43,59,71],"participants":[8,64],"to":[9,108,121],"collaboratively":[10],"train":[11],"global":[13],"while":[14],"keeping":[15],"their":[16,72],"local":[17,44,115],"privacy-sensitive":[18],"data":[19,46],"locally.":[20],"This":[21],"is":[22,106,119],"achieved":[23],"by":[24,151],"sharing":[25],"the":[26,32,40,66,101,164],"gradient":[27,103,142],"each":[29],"participant":[30],"with":[31],"server.":[33],"Unfortunately,":[34],"malicious":[36,153],"attacker":[37],"can":[38],"infer":[39],"sensitive":[41],"privacy":[42,94,110,169],"training":[45],"from":[47],"captured":[48],"gradients.":[49],"Moreover,":[50],"most":[51],"existing":[52],"FL":[53,68,85,98],"frameworks":[54],"overlook":[55],"an":[56],"essential":[57],"aspect":[58],"participation:":[60],"fairness.":[61,123],"Specifically,":[62,100],"all":[63],"receive":[65],"same":[67],"model,":[69],"regardless":[70],"individual":[73],"contributions.":[74],"To":[75],"address":[76],"these":[77],"issues,":[78],"we":[79],"propose":[80],"privacy-preserving":[82],"and":[83,95,111,113,141,159,170],"hierarchical":[84],"framework":[86],"based":[87],"on":[88,157],"Compressed":[89],"Sensing":[90],"(CS),":[91],"which":[92],"incorporates":[93],"fairness":[96,171],"into":[97],"models.":[99],"CS-based":[102],"encryption":[104],"scheme":[105,133,166],"designed":[107],"guarantee":[109],"accuracy,":[112],"contribution":[116],"quantization":[117],"mechanism":[118],"implemented":[120],"ensure":[122],"We":[124],"also":[125,145],"conduct":[126],"formal":[128],"analysis,":[129],"demonstrating":[130],"that":[131,163],"our":[132],"not":[134],"only":[135],"achieves":[136],"convergence,":[137],"fairness,":[138],"low":[139],"overhead,":[140],"security":[143],"but":[144],"perfectly":[146],"resists":[147],"anti-collusion":[148],"attacks":[149],"launched":[150],"multiple":[152],"entities.":[154],"Extensive":[155],"experiments":[156],"MNIST":[158],"GTSRB":[160],"datasets":[161],"demonstrate":[162],"proposed":[165],"significantly":[167],"improves":[168],"in":[172],"practice.":[173]},"counts_by_year":[],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2026-03-11T00:00:00"}