{"id":"https://openalex.org/W4390788106","doi":"https://doi.org/10.1109/tc.2024.3353455","title":"FedRFQ: Prototype-Based Federated Learning With Reduced Redundancy, Minimal Failure, and Enhanced Quality","display_name":"FedRFQ: Prototype-Based Federated Learning With Reduced Redundancy, Minimal Failure, and Enhanced Quality","publication_year":2024,"publication_date":"2024-01-12","ids":{"openalex":"https://openalex.org/W4390788106","doi":"https://doi.org/10.1109/tc.2024.3353455"},"language":"en","primary_location":{"id":"doi:10.1109/tc.2024.3353455","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tc.2024.3353455","pdf_url":null,"source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","1557-9956","2326-3814"],"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 Computers","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2401.07558","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012646469","display_name":"Biwei Yan","orcid":"https://orcid.org/0000-0002-9081-0773"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Biwei Yan","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100440581","display_name":"Hongliang Zhang","orcid":"https://orcid.org/0009-0003-8961-6046"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongliang Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Qilu University of Technology (Shandong Academy of Sciences), Jinan, Shandong, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Qilu University of Technology (Shandong Academy of Sciences), Jinan, Shandong, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103077343","display_name":"Minghui Xu","orcid":"https://orcid.org/0000-0003-3675-3461"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minghui Xu","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045982340","display_name":"Dongxiao Yu","orcid":"https://orcid.org/0000-0001-6835-5981"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongxiao Yu","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100692488","display_name":"Xiuzhen Cheng","orcid":"https://orcid.org/0000-0001-5912-4647"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiuzhen Cheng","raw_affiliation_strings":["School of Computer Science and Technology, Shandong University, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong University, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5012646469"],"corresponding_institution_ids":["https://openalex.org/I80143920"],"apc_list":null,"apc_paid":null,"fwci":5.0636,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.95654928,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"73","issue":"4","first_page":"1086","last_page":"1098"},"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9815000295639038,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9501000046730042,"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":0.8749389052391052},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.8557573556900024},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8506288528442383},{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.8156218528747559},{"id":"https://openalex.org/keywords/data-redundancy","display_name":"Data redundancy","score":0.44891107082366943},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37616896629333496},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35426074266433716},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.33485597372055054},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3233942985534668},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.2270265519618988},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.22636619210243225},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1849786341190338}],"concepts":[{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.8749389052391052},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.8557573556900024},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8506288528442383},{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.8156218528747559},{"id":"https://openalex.org/C7545210","wikidata":"https://www.wikidata.org/wiki/Q838123","display_name":"Data redundancy","level":2,"score":0.44891107082366943},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37616896629333496},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35426074266433716},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.33485597372055054},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3233942985534668},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2270265519618988},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.22636619210243225},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1849786341190338}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tc.2024.3353455","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tc.2024.3353455","pdf_url":null,"source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","1557-9956","2326-3814"],"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 Computers","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2401.07558","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2401.07558","pdf_url":"https://arxiv.org/pdf/2401.07558","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2401.07558","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2401.07558","pdf_url":"https://arxiv.org/pdf/2401.07558","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2376276132","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2802911279","display_name":null,"funder_award_id":"Young","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4020255992","display_name":null,"funder_award_id":"Project","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5275511580","display_name":null,"funder_award_id":"U23A20302","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5556849881","display_name":null,"funder_award_id":"2022YFB4501000","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6330607538","display_name":null,"funder_award_id":"23022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6362666999","display_name":null,"funder_award_id":"62302266","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6510479079","display_name":null,"funder_award_id":"U23A2030","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6676365692","display_name":null,"funder_award_id":"U23A203","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6975830235","display_name":null,"funder_award_id":"2022YFB4501000","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8942805157","display_name":null,"funder_award_id":"62232010","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"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390788106.pdf","grobid_xml":"https://content.openalex.org/works/W4390788106.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W2955213239","https://openalex.org/W2990789643","https://openalex.org/W3006403513","https://openalex.org/W3012968339","https://openalex.org/W3047304572","https://openalex.org/W3110176593","https://openalex.org/W3111512201","https://openalex.org/W3112885687","https://openalex.org/W3122294042","https://openalex.org/W3126528290","https://openalex.org/W3133814152","https://openalex.org/W3156173029","https://openalex.org/W3182158470","https://openalex.org/W3186051974","https://openalex.org/W3202544039","https://openalex.org/W3204874618","https://openalex.org/W3212552055","https://openalex.org/W3216553726","https://openalex.org/W4200017698","https://openalex.org/W4214604401","https://openalex.org/W4221158339","https://openalex.org/W4225666560","https://openalex.org/W4226101686","https://openalex.org/W4283796083","https://openalex.org/W4287332481","https://openalex.org/W4287788058","https://openalex.org/W4289656845","https://openalex.org/W4311167586","https://openalex.org/W4317987705","https://openalex.org/W4320018442","https://openalex.org/W4323519324","https://openalex.org/W4327503254","https://openalex.org/W4360832453","https://openalex.org/W4366678696","https://openalex.org/W4381712836","https://openalex.org/W4382239439","https://openalex.org/W4385002499","https://openalex.org/W4385213925","https://openalex.org/W4387146104","https://openalex.org/W4387717607","https://openalex.org/W4391806964","https://openalex.org/W6728757088","https://openalex.org/W6759238902","https://openalex.org/W6765541894","https://openalex.org/W6770590064","https://openalex.org/W6774978782","https://openalex.org/W6791102956","https://openalex.org/W6841242722","https://openalex.org/W6850956205","https://openalex.org/W6854294805","https://openalex.org/W6854708048"],"related_works":["https://openalex.org/W3196405711","https://openalex.org/W4392303055","https://openalex.org/W3187232590","https://openalex.org/W2002428578","https://openalex.org/W2897258045","https://openalex.org/W2072332896","https://openalex.org/W2018406690","https://openalex.org/W2951748633","https://openalex.org/W2057691131","https://openalex.org/W2952039693"],"abstract_inverted_index":{"Federated":[0],"learning":[1,9,15,34,79],"is":[2,16,53],"a":[3,17,76,117],"powerful":[4],"technique":[5],"that":[6,20,81,150],"enables":[7],"collaborative":[8],"among":[10],"different":[11,140],"clients.":[12],"Prototype-based":[13],"federated":[14,33,78,98],"specific":[18],"approach":[19,80],"improves":[21],"the":[22,65,93,114,124],"performance":[23],"of":[24,67,126,157],"local":[25],"models":[26],"by":[27],"integrating":[28],"class":[29],"prototypes.":[30,68],"However,":[31],"prototype-based":[32,77,97],"faces":[35],"several":[36],"challenges,":[37],"such":[38],"as":[39],"prototype":[40,43,103,106],"redundancy":[41,104],"and":[42,59,88,105,131,145],"failure,":[44,87],"which":[45,62,100],"can":[46,63],"limit":[47],"its":[48],"accuracy.":[49],"In":[50],"addition,":[51],"it":[52],"also":[54],"susceptible":[55],"to":[56,83,122],"poisoning":[57,129],"attacks":[58,130],"server":[60,132],"malfunction,":[61],"degrade":[64],"quality":[66],"To":[69],"address":[70],"these":[71],"issues,":[72],"we":[73,112,135],"propose":[74],"FedRFQ,":[75],"aims":[82],"reduce":[84],"redundancy,":[85],"minimize":[86],"improve":[89],"quality.":[90],"FedRFQ":[91,127,151],"leverages":[92],"SoftPool":[94],"mechanism":[95],"with":[96],"learning,":[99],"effectively":[101],"mitigates":[102],"failure":[107],"on":[108,138],"Non-IID":[109,161],"data.":[110,162],"Moreover,":[111],"introduce":[113],"BFT-detect":[115],"algorithm,":[116,121],"BFT":[118],"detectable":[119],"aggregation":[120],"ensure":[123],"security":[125],"against":[128],"malfunction.":[133],"Finally,":[134],"conducted":[136],"experiments":[137],"three":[139],"datasets,":[141],"namely":[142],"MNIST,":[143],"FEMNIST,":[144],"CIFAR-10.":[146],"The":[147],"results":[148],"demonstrate":[149],"outperforms":[152],"existing":[153],"baselines":[154],"in":[155],"terms":[156],"accuracy":[158],"when":[159],"handling":[160]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-15T08:11:43.952461","created_date":"2025-10-10T00:00:00"}