{"id":"https://openalex.org/W4389747890","doi":"https://doi.org/10.1109/tnse.2023.3343117","title":"FAST: Adopting Federated Unlearning to Eliminating Malicious Terminals at Server Side","display_name":"FAST: Adopting Federated Unlearning to Eliminating Malicious Terminals at Server Side","publication_year":2023,"publication_date":"2023-12-14","ids":{"openalex":"https://openalex.org/W4389747890","doi":"https://doi.org/10.1109/tnse.2023.3343117"},"language":"en","primary_location":{"id":"doi:10.1109/tnse.2023.3343117","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2023.3343117","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","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/A5101530890","display_name":"Xintong Guo","orcid":"https://orcid.org/0000-0003-2902-5685"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xintong Guo","raw_affiliation_strings":["Key Laboratory of Advanced Design and Intelligent Computing (Ministry of Education), School of Software Engineering, Dalian University, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0003-2902-5685","affiliations":[{"raw_affiliation_string":"Key Laboratory of Advanced Design and Intelligent Computing (Ministry of Education), School of Software Engineering, Dalian University, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100399548","display_name":"Pengfei Wang","orcid":"https://orcid.org/0000-0002-0906-4217"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengfei Wang","raw_affiliation_strings":["School of Computer Science and Technology, Dalian University of Technology, Dalian, China","Key Laboratory of Social Computing and Cognitive Intelligence Dalian University of Technology, Ministry of Education, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0002-0906-4217","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"Key Laboratory of Social Computing and Cognitive Intelligence Dalian University of Technology, Ministry of Education, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083650030","display_name":"Sen Qiu","orcid":"https://orcid.org/0000-0001-6846-546X"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sen Qiu","raw_affiliation_strings":["School of Control Science and Engineering, Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0001-6846-546X","affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101857503","display_name":"Wei Song","orcid":"https://orcid.org/0000-0002-1199-8502"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Song","raw_affiliation_strings":["School of Computer Science and Technology, Dalian University of Technology, Dalian, China","Key Laboratory of Social Computing and Cognitive Intelligence Dalian University of Technology, Ministry of Education, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0002-1199-8502","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"Key Laboratory of Social Computing and Cognitive Intelligence Dalian University of Technology, Ministry of Education, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100381999","display_name":"Qiang Zhang","orcid":"https://orcid.org/0000-0003-3776-9799"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Dalian University of Technology, Dalian, China","Key Laboratory of Social Computing and Cognitive Intelligence Dalian University of Technology, Ministry of Education, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0003-3776-9799","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"Key Laboratory of Social Computing and Cognitive Intelligence Dalian University of Technology, Ministry of Education, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003257736","display_name":"Xiaopeng Wei","orcid":"https://orcid.org/0000-0002-8497-611X"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaopeng Wei","raw_affiliation_strings":["School of Computer Science and Technology, Dalian University of Technology, Dalian, China","Key Laboratory of Social Computing and Cognitive Intelligence Dalian University of Technology, Ministry of Education, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0002-8497-611X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"Key Laboratory of Social Computing and Cognitive Intelligence Dalian University of Technology, Ministry of Education, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055447805","display_name":"Dongsheng Zhou","orcid":"https://orcid.org/0000-0003-3414-9623"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongsheng Zhou","raw_affiliation_strings":["Key Laboratory of Advanced Design and Intelligent Computing (Ministry of Education), School of Software Engineering, Dalian University, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0003-3414-9623","affiliations":[{"raw_affiliation_string":"Key Laboratory of Advanced Design and Intelligent Computing (Ministry of Education), School of Software Engineering, Dalian University, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I27357992"],"apc_list":null,"apc_paid":null,"fwci":3.5766,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.94348595,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"11","issue":"2","first_page":"2289","last_page":"2302"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9993000030517578,"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":0.9993000030517578,"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":0.9987999796867371,"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/T11478","display_name":"Caching and Content Delivery","score":0.9939000010490417,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6552789211273193},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6504982709884644},{"id":"https://openalex.org/keywords/mnist-database","display_name":"MNIST database","score":0.4460255205631256},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43949267268180847},{"id":"https://openalex.org/keywords/retraining","display_name":"Retraining","score":0.43310391902923584},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.4287112355232239},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.1300622820854187},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0980188250541687},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.06811559200286865}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6552789211273193},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6504982709884644},{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.4460255205631256},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43949267268180847},{"id":"https://openalex.org/C2778712577","wikidata":"https://www.wikidata.org/wiki/Q3505966","display_name":"Retraining","level":2,"score":0.43310391902923584},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.4287112355232239},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.1300622820854187},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0980188250541687},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.06811559200286865},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnse.2023.3343117","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2023.3343117","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2811577194","display_name":null,"funder_award_id":"62202080","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3058397959","display_name":null,"funder_award_id":"DUT23YG122","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G49595074","display_name":null,"funder_award_id":"D23006","funder_id":"https://openalex.org/F4320327912","funder_display_name":"Higher Education Discipline Innovation Project"},{"id":"https://openalex.org/G661640423","display_name":null,"funder_award_id":"2023M733354","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320327912","display_name":"Higher Education Discipline Innovation Project","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1488996941","https://openalex.org/W1686810756","https://openalex.org/W2112796928","https://openalex.org/W2156776250","https://openalex.org/W2213612645","https://openalex.org/W2283463896","https://openalex.org/W2335728318","https://openalex.org/W2530417694","https://openalex.org/W2530835859","https://openalex.org/W2535838896","https://openalex.org/W2553625606","https://openalex.org/W2593280875","https://openalex.org/W2744999500","https://openalex.org/W2750384547","https://openalex.org/W2954412990","https://openalex.org/W2963163009","https://openalex.org/W3003380256","https://openalex.org/W3003426262","https://openalex.org/W3013294133","https://openalex.org/W3046449784","https://openalex.org/W3096572172","https://openalex.org/W3154155772","https://openalex.org/W3159623990","https://openalex.org/W3197363474","https://openalex.org/W3199298936","https://openalex.org/W3209576002","https://openalex.org/W3217077457","https://openalex.org/W4206320562","https://openalex.org/W4283208007","https://openalex.org/W4285428850","https://openalex.org/W4289821054","https://openalex.org/W4290948380","https://openalex.org/W4297687186","https://openalex.org/W6637373629","https://openalex.org/W6695838908","https://openalex.org/W6703116779","https://openalex.org/W6728454589","https://openalex.org/W6728757088","https://openalex.org/W6743688258","https://openalex.org/W6752600739","https://openalex.org/W6756840679","https://openalex.org/W6773366154","https://openalex.org/W6773826992","https://openalex.org/W6775330256","https://openalex.org/W6795140394","https://openalex.org/W6840141968","https://openalex.org/W7036634323"],"related_works":["https://openalex.org/W4386603768","https://openalex.org/W2950475743","https://openalex.org/W2886711096","https://openalex.org/W2750384547","https://openalex.org/W4380078352","https://openalex.org/W3046591097","https://openalex.org/W4389249638","https://openalex.org/W2733410219","https://openalex.org/W2734358244","https://openalex.org/W4388700941"],"abstract_inverted_index":{"The":[0],"emergence":[1],"of":[2,22,75,85,163,170],"the":[3,20,78,89,113,136,168],"right":[4],"to":[5,18,53,100,120,147],"be":[6],"forgotten":[7],"has":[8],"sparked":[9],"interest":[10],"in":[11],"federated":[12,16],"unlearning.":[13,125],"Researchers":[14],"utilize":[15],"unlearning":[17,94,102,110],"address":[19],"issue":[21],"removing":[23],"user":[24],"contributions.":[25],"However,":[26],"practical":[27],"implementation":[28],"is":[29],"challenging":[30],"when":[31],"malicious":[32,76,86,141],"clients":[33,87],"are":[34],"involved.":[35],"In":[36],"this":[37],"paper,":[38],"we":[39,96],"propose":[40],"FAST,":[41],"i.e.,":[42],"Adopting":[43],"<underline":[44,49,56,59],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[45,50,57,60],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">F</u>":[46],"ederated":[47],"unle":[48],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">A</u>":[51],"rning":[52],"Eliminating":[54],"Maliciou":[55],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">S</u>":[58],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">T</u>":[61],"erminals":[62],"at":[63],"Server":[64],"Side,":[65],"a":[66,98,117,144],"framework":[67],"with":[68,139,157],"three":[69],"main":[70],"components:":[71],"1)":[72],"eliminating":[73],"contributions":[74],"clients:":[77],"central":[79,114],"server":[80,115],"records":[81],"and":[82,104,107,160],"subtracts":[83],"updates":[84],"from":[88,149],"global":[90],"model,":[91],"2)":[92],"judging":[93],"efficiency:":[95],"model":[97,111,122,155],"mechanism":[99],"assess":[101],"efficiency":[103],"prevent":[105],"over-unlearning,":[106],"3)":[108],"remedying":[109],"performance:":[112],"utilizes":[116],"benchmark":[118],"dataset":[119,138],"remedy":[121],"bias":[123],"during":[124],"Experimental":[126],"results":[127],"demonstrate":[128,167],"that":[129],"FAST":[130],"can":[131,153],"achieve":[132],"96.98%":[133],"accuracy":[134],"on":[135],"MNIST":[137],"40%":[140],"clients,":[142],"offering":[143],"16x":[145],"speedup":[146],"retraining":[148],"scratch.":[150],"Meanwhile,":[151],"it":[152],"recover":[154],"utility":[156],"high":[158],"efficiency,":[159],"extensive":[161],"evaluations":[162],"four":[164],"real-world":[165],"datasets":[166],"validity":[169],"our":[171],"proposed":[172],"scheme.":[173]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":7}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}