{"id":"https://openalex.org/W4412536341","doi":"https://doi.org/10.1109/tmc.2025.3590799","title":"Cost-Efficient and Secure Federated Learning for Edge Computing","display_name":"Cost-Efficient and Secure Federated Learning for Edge Computing","publication_year":2025,"publication_date":"2025-07-21","ids":{"openalex":"https://openalex.org/W4412536341","doi":"https://doi.org/10.1109/tmc.2025.3590799"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2025.3590799","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2025.3590799","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":null,"display_name":"Zhuangzhuang Zhang","orcid":"https://orcid.org/0000-0001-7749-2718"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhuangzhuang Zhang","raw_affiliation_strings":["Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-7749-2718","affiliations":[{"raw_affiliation_string":"Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Libing Wu","orcid":"https://orcid.org/0000-0001-9897-1953"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Libing Wu","raw_affiliation_strings":["Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-9897-1953","affiliations":[{"raw_affiliation_string":"Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100422345","display_name":"Zhibo Wang","orcid":"https://orcid.org/0000-0002-5804-3279"},"institutions":[{"id":"https://openalex.org/I168879160","display_name":"Zhejiang University of Science and Technology","ror":"https://ror.org/05mx0wr29","country_code":"CN","type":"education","lineage":["https://openalex.org/I168879160"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhibo Wang","raw_affiliation_strings":["School of Cyber Science and Technology, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-5804-3279","affiliations":[{"raw_affiliation_string":"School of Cyber Science and Technology, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I168879160"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jiahui Hu","orcid":"https://orcid.org/0000-0001-8771-7474"},"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":"Jiahui Hu","raw_affiliation_strings":["School of Mathematics and Computer Sciences, Nanchang University, Nanchang, China"],"raw_orcid":"https://orcid.org/0000-0001-8771-7474","affiliations":[{"raw_affiliation_string":"School of Mathematics and Computer Sciences, Nanchang University, Nanchang, China","institution_ids":["https://openalex.org/I141649914"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023893507","display_name":"Chao Ma","orcid":"https://orcid.org/0000-0002-7443-6267"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Ma","raw_affiliation_strings":["Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-7443-6267","affiliations":[{"raw_affiliation_string":"Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100432500","display_name":"Qin Liu","orcid":"https://orcid.org/0000-0002-8979-5094"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qin Liu","raw_affiliation_strings":["Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-8979-5094","affiliations":[{"raw_affiliation_string":"Key Laboratory of Aerospace Information Security and Trusted Computing, Ministry of Education, School of Cyber Science and Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":null,"apc_paid":null,"fwci":7.2279,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.96736998,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"24","issue":"12","first_page":"13615","last_page":"13632"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9959999918937683,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.995199978351593,"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/computer-science","display_name":"Computer science","score":0.879146933555603},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5633542537689209},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.47834083437919617},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.43808993697166443},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4337043762207031},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.37279194593429565},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17758691310882568}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.879146933555603},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5633542537689209},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.47834083437919617},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.43808993697166443},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4337043762207031},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.37279194593429565},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17758691310882568}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2025.3590799","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2025.3590799","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/G4338170349","display_name":null,"funder_award_id":"62272348","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4868500656","display_name":null,"funder_award_id":"U24A20336","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7750792420","display_name":null,"funder_award_id":"62441237","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":35,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2473418344","https://openalex.org/W2781091734","https://openalex.org/W2963062476","https://openalex.org/W2963456518","https://openalex.org/W3004715243","https://openalex.org/W3046112435","https://openalex.org/W3094211131","https://openalex.org/W3107632872","https://openalex.org/W3136208911","https://openalex.org/W3138090943","https://openalex.org/W3138597937","https://openalex.org/W3162868875","https://openalex.org/W3164900515","https://openalex.org/W3198262235","https://openalex.org/W3202882929","https://openalex.org/W3209752568","https://openalex.org/W4205487313","https://openalex.org/W4226047321","https://openalex.org/W4226225303","https://openalex.org/W4226249052","https://openalex.org/W4285166735","https://openalex.org/W4285203327","https://openalex.org/W4285234583","https://openalex.org/W4285254453","https://openalex.org/W4285302300","https://openalex.org/W4289792488","https://openalex.org/W4311081048","https://openalex.org/W4312352414","https://openalex.org/W4387068389","https://openalex.org/W4390691907","https://openalex.org/W4391341820","https://openalex.org/W4392719354","https://openalex.org/W4392979550","https://openalex.org/W4393156872"],"related_works":["https://openalex.org/W2111375262","https://openalex.org/W2317728013","https://openalex.org/W4252076617","https://openalex.org/W1991205173","https://openalex.org/W2109048960","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W3023564924","https://openalex.org/W2942586735"],"abstract_inverted_index":{"Due":[0],"to":[1,53,114],"the":[2,13,28,51,91,121,128,136,144,165],"collaborative":[3],"machine":[4,16],"learning":[5,17],"nature":[6],"of":[7,15,30,97,123,146,167],"Federated":[8],"Learning":[9],"(FL),":[10],"it":[11],"enables":[12],"training":[14],"models":[18],"on":[19,127,135],"large-scale":[20],"distributed":[21],"datasets":[22,142],"in":[23,32],"edge":[24,33,71,101,168],"computing":[25,34],"environments.":[26],"Nevertheless,":[27],"application":[29],"FL":[31,69],"still":[35,161],"faces":[36],"three":[37,57],"crucial":[38],"challenges:":[39],"resource":[40],"constraint,":[41],"privacy":[42,98],"leakage,":[43],"and":[44,67,81,103,119,140,151],"Byzantine":[45,105,117],"failures.":[46],"Unfortunately,":[47],"current":[48],"approaches":[49],"lack":[50],"ability":[52],"effectively":[54],"balance":[55],"these":[56],"challenges.":[58],"In":[59],"this":[60],"paper,":[61],"we":[62],"propose":[63],"FedEdge,":[64],"a":[65],"cost-efficient":[66],"secure":[68],"for":[70,100],"computing.":[72],"FedEdge":[73,147,159],"contains":[74],"two":[75],"main":[76],"mechanisms:":[77],"adaptive":[78,86,124],"compression":[79,87,125],"perturbation":[80,88,126],"dynamic":[82,108],"update":[83,109],"filtering.":[84],"The":[85,107,132],"mechanism":[89,111],"reduces":[90],"communication":[92],"overhead,":[93],"provides":[94],"different":[95],"levels":[96],"protection":[99],"nodes,":[102],"prevents":[104],"attacks.":[106,153],"filtering":[110],"is":[112],"used":[113],"further":[115],"filter":[116],"attacks":[118],"limit":[120],"impact":[122],"global":[129],"model":[130],"performance.":[131],"experimental":[133],"results":[134],"MNIST,":[137],"CIFAR-10,":[138],"CIFAR-100,":[139],"CelebA":[141],"demonstrate":[143,157],"effectiveness":[145],"against":[148],"free-riders,":[149],"label-flipping,":[150],"sign-flipping":[152],"Theoretical":[154],"analysis":[155],"also":[156],"that":[158],"can":[160],"converge":[162],"even":[163],"when":[164],"majority":[166],"nodes":[169],"are":[170],"malicious.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-05T09:01:59.212387","created_date":"2025-10-10T00:00:00"}
