{"id":"https://openalex.org/W4399485095","doi":"https://doi.org/10.1109/mis.2024.3410372","title":"Regulated Federated Learning Against the Effects of Heterogeneity and Client Attacks","display_name":"Regulated Federated Learning Against the Effects of Heterogeneity and Client Attacks","publication_year":2024,"publication_date":"2024-06-10","ids":{"openalex":"https://openalex.org/W4399485095","doi":"https://doi.org/10.1109/mis.2024.3410372"},"language":"en","primary_location":{"id":"doi:10.1109/mis.2024.3410372","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mis.2024.3410372","pdf_url":null,"source":{"id":"https://openalex.org/S114241109","display_name":"IEEE Intelligent Systems","issn_l":"1541-1672","issn":["1541-1672","1941-1294"],"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 Intelligent Systems","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/A5026515242","display_name":"Fei Hu","orcid":"https://orcid.org/0000-0002-2950-8743"},"institutions":[{"id":"https://openalex.org/I135905480","display_name":"Shanghai Polytechnic University","ror":"https://ror.org/02as5yg64","country_code":"CN","type":"education","lineage":["https://openalex.org/I135905480"]},{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fei Hu","raw_affiliation_strings":["Shanghai Polytechnic University, Shanghai, China","Donghua University, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Polytechnic University, Shanghai, China","institution_ids":["https://openalex.org/I135905480"]},{"raw_affiliation_string":"Donghua University, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081612509","display_name":"Wuneng Zhou","orcid":"https://orcid.org/0000-0003-3867-8557"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wuneng Zhou","raw_affiliation_strings":["Donghua University, Shanghai, China","Donghua University, China"],"affiliations":[{"raw_affiliation_string":"Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"Donghua University, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012432753","display_name":"Kaili Liao","orcid":null},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaili Liao","raw_affiliation_strings":["Donghua University, Shanghai, China","Donghua University, China"],"affiliations":[{"raw_affiliation_string":"Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"Donghua University, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115590077","display_name":"Hongliang Li","orcid":"https://orcid.org/0000-0002-7481-095X"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongliang Li","raw_affiliation_strings":["Donghua University, Shanghai, China","Donghua University, China"],"affiliations":[{"raw_affiliation_string":"Donghua University, Shanghai, China","institution_ids":["https://openalex.org/I181326427"]},{"raw_affiliation_string":"Donghua University, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024088980","display_name":"Dongbing Tong","orcid":"https://orcid.org/0000-0002-4404-780X"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongbing Tong","raw_affiliation_strings":["Shanghai University of Engineering Science, Shanghai, China","Shanghai University of Engineering Science, China"],"affiliations":[{"raw_affiliation_string":"Shanghai University of Engineering Science, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]},{"raw_affiliation_string":"Shanghai University of Engineering Science, China","institution_ids":["https://openalex.org/I141962983"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5026515242"],"corresponding_institution_ids":["https://openalex.org/I135905480","https://openalex.org/I181326427"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06499974,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"39","issue":"6","first_page":"28","last_page":"39"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9973000288009644,"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":0.9973000288009644,"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":0.9646999835968018,"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":0.958899974822998,"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":0.8130574226379395},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.47068244218826294},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3933008313179016},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3581901788711548}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8130574226379395},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.47068244218826294},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3933008313179016},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3581901788711548}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mis.2024.3410372","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mis.2024.3410372","pdf_url":null,"source":{"id":"https://openalex.org/S114241109","display_name":"IEEE Intelligent Systems","issn_l":"1541-1672","issn":["1541-1672","1941-1294"],"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 Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2007339694","https://openalex.org/W2545207585","https://openalex.org/W2963306805","https://openalex.org/W3006403513","https://openalex.org/W3117572899","https://openalex.org/W4213446860","https://openalex.org/W4226319939","https://openalex.org/W4226487265","https://openalex.org/W4387870557","https://openalex.org/W6640963894","https://openalex.org/W6728757088","https://openalex.org/W6759238902","https://openalex.org/W6796484261"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Federated":[0],"learning":[1,7,12],"(FL),":[2],"as":[3],"a":[4,78,84,103],"new":[5,59],"privacy":[6],"paradigm,":[8],"can":[9,113],"complete":[10,96],"the":[11,19,37,116,138],"task":[13],"without":[14],"compromising":[15],"user":[16,22],"privacy.":[17],"With":[18],"enhancement":[20],"of":[21,53,118,140],"data":[23,46,65,141],"protection":[24],"awareness,":[25],"FL":[26,38,80],"has":[27,32],"received":[28],"much":[29],"attention":[30],"and":[31,48,67,86,95],"been":[33],"widely":[34],"applied.":[35],"However,":[36],"mechanism,":[39],"where":[40],"clients":[41,120],"train":[42],"models":[43],"using":[44],"personal":[45],"locally":[47],"exchange":[49],"model":[50,93],"updates":[51],"instead":[52],"raw":[54],"data,":[55],"gives":[56],"rise":[57],"to":[58,90,108],"challenges.":[60],"The":[61],"problems":[62],"caused":[63],"by":[64],"heterogeneity":[66],"malicious":[68,119,132],"client":[69,92,110,133],"behaviors":[70],"are":[71],"universal":[72],"in":[73,121],"practical":[74],"applications.":[75],"We":[76],"proposed":[77],"regulated":[79],"(RegulFL)":[81],"that":[82,112,127],"introduces":[83],"generator":[85],"uses":[87],"weighted":[88,104],"aggregations":[89],"regulate":[91],"training":[94],"federated":[97],"aggregation.":[98],"In":[99],"addition,":[100],"we":[101],"gave":[102],"geometric":[105],"median":[106],"method":[107],"get":[109],"weights":[111],"effectively":[114,136],"reduce":[115],"influence":[117],"aggregation":[122],"processes.":[123],"Experimental":[124],"results":[125],"demonstrate":[126],"RegulFL":[128],"is":[129],"robust":[130],"against":[131],"attacks":[134],"while":[135],"mitigating":[137],"effect":[139],"heterogeneity.":[142]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}