{"id":"https://openalex.org/W4403582721","doi":"https://doi.org/10.1145/3627673.3679550","title":"Tackling Noisy Clients in Federated Learning with End-to-end Label Correction","display_name":"Tackling Noisy Clients in Federated Learning with End-to-end Label Correction","publication_year":2024,"publication_date":"2024-10-20","ids":{"openalex":"https://openalex.org/W4403582721","doi":"https://doi.org/10.1145/3627673.3679550"},"language":"en","primary_location":{"id":"doi:10.1145/3627673.3679550","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3627673.3679550","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3627673.3679550","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3627673.3679550","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101765429","display_name":"Xuefeng Jiang","orcid":"https://orcid.org/0000-0002-0211-9123"},"institutions":[{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuefeng Jiang","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0211-9123","affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012804259","display_name":"Sheng Sun","orcid":"https://orcid.org/0000-0002-0260-2692"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Sun","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0260-2692","affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115604718","display_name":"Jia Li","orcid":"https://orcid.org/0009-0002-3987-5034"},"institutions":[{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia Li","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0002-3987-5034","affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100763216","display_name":"Jingjing Xue","orcid":"https://orcid.org/0000-0001-8328-3015"},"institutions":[{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingjing Xue","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8328-3015","affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068372881","display_name":"Runhan Li","orcid":"https://orcid.org/0000-0002-8279-4750"},"institutions":[{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Runhan Li","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8279-4750","affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101698317","display_name":"Zhiyuan Wu","orcid":"https://orcid.org/0000-0002-8925-4896"},"institutions":[{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyuan Wu","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8925-4896","affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017532385","display_name":"Gang Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Xu","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0002-3737-6477","affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061525374","display_name":"Yuwei Wang","orcid":"https://orcid.org/0000-0002-3228-7371"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuwei Wang","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-3228-7371","affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100343939","display_name":"Min Liu","orcid":"https://orcid.org/0000-0003-2824-9601"},"institutions":[{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Liu","raw_affiliation_strings":["State Key Lab of Processors, Institute of Computing Technology, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences &amp; Zhongguancun Laboratory, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2824-9601","affiliations":[{"raw_affiliation_string":"State Key Lab of Processors, Institute of Computing Technology, Chinese Academy of Sciences &amp; University of Chinese Academy of Sciences &amp; Zhongguancun Laboratory, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1015","last_page":"1026"},"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9979000091552734,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9857000112533569,"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/end-to-end-principle","display_name":"End-to-end principle","score":0.8891960978507996},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7188583016395569},{"id":"https://openalex.org/keywords/end-user","display_name":"End user","score":0.5474527478218079},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27537745237350464},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2152046263217926}],"concepts":[{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.8891960978507996},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7188583016395569},{"id":"https://openalex.org/C91262260","wikidata":"https://www.wikidata.org/wiki/Q528074","display_name":"End user","level":2,"score":0.5474527478218079},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27537745237350464},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2152046263217926}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3627673.3679550","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3627673.3679550","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3627673.3679550","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2408.04301","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2408.04301","pdf_url":"https://arxiv.org/pdf/2408.04301","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3627673.3679550","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3627673.3679550","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3627673.3679550","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2400028577","display_name":null,"funder_award_id":"62072436","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3659382779","display_name":null,"funder_award_id":"2021YFB2900102","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program 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}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4403582721.pdf"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W1921293667","https://openalex.org/W1983320747","https://openalex.org/W2027731328","https://openalex.org/W2108598243","https://openalex.org/W2112796928","https://openalex.org/W2194775991","https://openalex.org/W2294370754","https://openalex.org/W2296073425","https://openalex.org/W2560674852","https://openalex.org/W2605800822","https://openalex.org/W2747329762","https://openalex.org/W2949736877","https://openalex.org/W2964274690","https://openalex.org/W2964292098","https://openalex.org/W2967052791","https://openalex.org/W2981441441","https://openalex.org/W2981873476","https://openalex.org/W2983128379","https://openalex.org/W2987861506","https://openalex.org/W3013310637","https://openalex.org/W3021654819","https://openalex.org/W3030364939","https://openalex.org/W3034957837","https://openalex.org/W3035160371","https://openalex.org/W3035524453","https://openalex.org/W3042621011","https://openalex.org/W3118945974","https://openalex.org/W3204510963","https://openalex.org/W3215126987","https://openalex.org/W4212881588","https://openalex.org/W4214574722","https://openalex.org/W4286825659","https://openalex.org/W4288083516","https://openalex.org/W6745136726"],"related_works":["https://openalex.org/W4299590256","https://openalex.org/W2151749779","https://openalex.org/W3163634122","https://openalex.org/W2110442089","https://openalex.org/W3119482857","https://openalex.org/W2919182614","https://openalex.org/W2166381389","https://openalex.org/W4393280045","https://openalex.org/W4403582721","https://openalex.org/W2054736184"],"abstract_inverted_index":{"Recently,":[0],"federated":[1],"learning":[2,145],"(FL)":[3],"has":[4],"achieved":[5,143],"wide":[6],"successes":[7],"for":[8,173,190],"diverse":[9],"privacy-sensitive":[10],"applications":[11],"without":[12],"sacrificing":[13],"the":[14,21,48,52,84,113,123,129,197],"sensitive":[15],"private":[16],"information":[17],"of":[18,24,34,42,87,115,131,149,168,200],"clients.":[19,90],"However,":[20],"data":[22,134,198],"quality":[23,199],"client":[25],"datasets":[26,152,164,205],"can":[27],"not":[28],"be":[29],"guaranteed":[30],"since":[31,63],"corresponding":[32],"annotations":[33],"different":[35,191],"clients":[36,58,117],"often":[37],"contain":[38,67],"complex":[39],"label":[40,104,120,138,170,208],"noise":[41,61,105,171],"varying":[43],"degrees,":[44],"which":[45,141],"inevitably":[46],"causes":[47],"performance":[49,53,186],"degradation.":[50],"Intuitively,":[51],"degradation":[54],"is":[55,74,142,213],"dominated":[56],"by":[57,144],"with":[59,118,165,206],"higher":[60,119],"rates":[62],"their":[64],"trained":[65],"models":[66],"more":[68],"misinformation":[69],"from":[70],"data,":[71],"thus":[72],"it":[73],"necessary":[75],"to":[76,82,100,111,127],"devise":[77],"an":[78,136],"effective":[79],"optimization":[80],"scheme":[81],"mitigate":[83],"negative":[85],"impacts":[86],"these":[88],"noisy":[89,116,132,150,202],"In":[91],"this":[92,102],"work,":[93],"we":[94,194],"propose":[95],"a":[96,174],"two-stage":[97],"framework":[98,140,183],"FedELC":[99],"tackle":[101],"complicated":[103,169],"issue.":[106],"The":[107,211],"first":[108],"stage":[109,125],"aims":[110,126],"guide":[112],"detection":[114],"noise,":[121],"while":[122],"second":[124],"correct":[128],"labels":[130,148],"clients'":[133,151,203],"via":[135,153],"end-to-end":[137],"correction":[139,209],"possible":[146],"ground-truth":[147],"back":[154],"propagation.":[155],"We":[156],"implement":[157],"sixteen":[158],"related":[159],"methods":[160],"and":[161],"evaluate":[162],"five":[163],"three":[166],"types":[167],"scenarios":[172],"comprehensive":[175],"comparison.":[176],"Extensive":[177],"experimental":[178],"results":[179],"demonstrate":[180],"our":[181,207],"proposed":[182],"achieves":[184],"superior":[185],"than":[187],"its":[188],"counterparts":[189],"scenarios.":[192],"Additionally,":[193],"effectively":[195],"improve":[196],"detected":[201],"local":[204],"framework.":[210],"code":[212],"available":[214],"at":[215],"https://github.com/Sprinter1999/FedELC.":[216]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2024-10-21T00:00:00"}
