{"id":"https://openalex.org/W4406355684","doi":"https://doi.org/10.1109/wcsp62071.2024.10826713","title":"Client Selection for Federated Learning Against Poisoning Attacks on Non-IID Data","display_name":"Client Selection for Federated Learning Against Poisoning Attacks on Non-IID Data","publication_year":2024,"publication_date":"2024-10-24","ids":{"openalex":"https://openalex.org/W4406355684","doi":"https://doi.org/10.1109/wcsp62071.2024.10826713"},"language":"en","primary_location":{"id":"doi:10.1109/wcsp62071.2024.10826713","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcsp62071.2024.10826713","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 16th International Conference on Wireless Communications and Signal Processing (WCSP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100340740","display_name":"Wang Chen","orcid":"https://orcid.org/0000-0001-7892-3575"},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Wang","raw_affiliation_strings":["College of Information Engineering, Northwest A&#x0026;F University,Yangling,Shaanxi,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Northwest A&#x0026;F University,Yangling,Shaanxi,China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038328022","display_name":"Hongguang Sun","orcid":"https://orcid.org/0000-0003-4359-6644"},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongguang Sun","raw_affiliation_strings":["College of Information Engineering, Northwest A&#x0026;F University,Yangling,Shaanxi,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Northwest A&#x0026;F University,Yangling,Shaanxi,China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086752635","display_name":"Xuebo Wang","orcid":"https://orcid.org/0000-0001-5552-1581"},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuebo Wang","raw_affiliation_strings":["College of Information Engineering, Northwest A&#x0026;F University,Yangling,Shaanxi,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Northwest A&#x0026;F University,Yangling,Shaanxi,China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101901761","display_name":"Yi He","orcid":"https://orcid.org/0000-0001-7910-9305"},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi He","raw_affiliation_strings":["College of Information Engineering, Northwest A&#x0026;F University,Yangling,Shaanxi,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Northwest A&#x0026;F University,Yangling,Shaanxi,China","institution_ids":["https://openalex.org/I89652312"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100445041","display_name":"Hongming Zhang","orcid":"https://orcid.org/0000-0003-4605-8577"},"institutions":[{"id":"https://openalex.org/I89652312","display_name":"Northwest A&F University","ror":"https://ror.org/0051rme32","country_code":"CN","type":"education","lineage":["https://openalex.org/I89652312"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongming Zhang","raw_affiliation_strings":["College of Information Engineering, Northwest A&#x0026;F University,Yangling,Shaanxi,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Northwest A&#x0026;F University,Yangling,Shaanxi,China","institution_ids":["https://openalex.org/I89652312"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I89652312"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"54","last_page":"59"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.989799976348877,"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":0.989799976348877,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9545000195503235,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.9315999746322632,"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":0.7122296094894409},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6369657516479492},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3476543426513672},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33503419160842896}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7122296094894409},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6369657516479492},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3476543426513672},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33503419160842896}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wcsp62071.2024.10826713","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wcsp62071.2024.10826713","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 16th International Conference on Wireless Communications and Signal Processing (WCSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2160183388","https://openalex.org/W2293546752","https://openalex.org/W2472333518","https://openalex.org/W2788816110","https://openalex.org/W3138597937","https://openalex.org/W3161225848","https://openalex.org/W4213446860","https://openalex.org/W4281291178","https://openalex.org/W4385565493","https://openalex.org/W6728757088","https://openalex.org/W6743821447","https://openalex.org/W6744548497","https://openalex.org/W6748786018","https://openalex.org/W6752029299","https://openalex.org/W6759238902","https://openalex.org/W6770634426","https://openalex.org/W6781318954"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Federated":[0,69],"Learning":[1,70],"(FL)":[2],"trains":[3],"a":[4,85,94,135,212],"global":[5,42],"model":[6,88,97,167,177],"using":[7],"local":[8],"models":[9],"uploaded":[10],"by":[11,133,169],"clients":[12,143,197],"rather":[13],"than":[14],"raw":[15],"data,":[16],"leading":[17],"to":[18,28,126],"the":[19,38,41,99,104,110,117,122,128,151,156,160,165,170,174,183,205],"protection":[20],"on":[21,75,90,139,159,188],"client":[22,54,86,95,132,136],"privacy.":[23],"However,":[24],"FL":[25,105],"is":[26],"vulnerable":[27],"malicious":[29,53,196],"attacks,":[30,34],"such":[31],"as":[32,173],"poisoning":[33],"which":[35,140],"can":[36],"degrade":[37],"performance":[39,184],"of":[40,112,130,185,195,207,214,219],"model.":[43],"Especially":[44],"in":[45,103,147,217],"non-Independent":[46],"and":[47,77,93,121,163],"Identically":[48],"Distributed":[49],"(non-IID)":[50],"scenarios,":[51],"traditional":[52],"detection":[55],"methods":[56],"are":[57],"largely":[58],"ineffective.":[59],"To":[60],"address":[61],"these":[62],"challenges,":[63],"we":[64,83,115,141,154],"propose":[65],"an":[66],"algorithm":[67,187],"termed":[68],"with":[71,192],"Client":[72],"Selection":[73],"Based":[74],"Contribution":[76],"Credibility":[78],"(FL-CSBC<sup":[79],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[80,209],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>).":[81],"Specifically,":[82],"design":[84],"contribution":[87,92,120],"based":[89,138],"marginal":[91],"credibility":[96,125,129],"utilizing":[98],"Rank-Sum":[100],"Ratio":[101],"(RSR)":[102],"training":[106],"process.":[107],"By":[108],"adopting":[109],"concept":[111],"evolutionary":[113],"clustering,":[114],"utilize":[116,164],"current":[118],"round's":[119,124],"previous":[123],"quantify":[127],"each":[131,179],"computing":[134],"score,":[137],"select":[142],"that":[144],"will":[145],"participate":[146],"aggregation":[148,176],"phase.":[149],"At":[150],"same":[152],"time,":[153],"incorporate":[155],"root":[157,171],"dataset":[158,172],"server":[161,166],"side":[162],"trained":[168],"initial":[175],"for":[178],"round.":[180],"We":[181],"evaluate":[182],"our":[186],"two":[189],"public":[190],"datasets":[191],"different":[193],"proportions":[194],"under":[198],"non-IID":[199],"scenario.":[200],"Extensive":[201],"experimental":[202],"results":[203],"demonstrate":[204],"superiority":[206],"FL-CSBC<sup":[208],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>":[210],"over":[211],"variety":[213],"baseline":[215],"algorithms":[216],"terms":[218],"test":[220],"accuracy.":[221]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
