{"id":"https://openalex.org/W4412446228","doi":"https://doi.org/10.1109/tifs.2025.3589061","title":"Resisting Poisoning Attacks in Federated Learning via Dual-Domain Distance and Trust Assessment","display_name":"Resisting Poisoning Attacks in Federated Learning via Dual-Domain Distance and Trust Assessment","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412446228","doi":"https://doi.org/10.1109/tifs.2025.3589061"},"language":"en","primary_location":{"id":"doi:10.1109/tifs.2025.3589061","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2025.3589061","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"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 Information Forensics and Security","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/A5100613094","display_name":"Zhaoqi Wang","orcid":"https://orcid.org/0000-0002-7633-0757"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhaoqi Wang","raw_affiliation_strings":["School of Cyberspace Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyberspace Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082748711","display_name":"Zijian Zhang","orcid":"https://orcid.org/0000-0002-6313-4407"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zijian Zhang","raw_affiliation_strings":["School of Cyberspace Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6313-4407","affiliations":[{"raw_affiliation_string":"School of Cyberspace Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100332655","display_name":"Zhen Li","orcid":"https://orcid.org/0000-0003-1166-9482"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Li","raw_affiliation_strings":["School of Cyberspace Science and Technology, Beijing Institute of Technology, Beijing, China","School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Cyberspace Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]},{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043499847","display_name":"Yan Wu","orcid":"https://orcid.org/0000-0003-4441-7230"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Wu","raw_affiliation_strings":["School of Cyberspace Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-4441-7230","affiliations":[{"raw_affiliation_string":"School of Cyberspace Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100346562","display_name":"Ye Liu","orcid":"https://orcid.org/0000-0002-8089-8820"},"institutions":[{"id":"https://openalex.org/I4210141776","display_name":"China XD Group (China)","ror":"https://ror.org/04ceqst84","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210141776"]},{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["CN","SG"],"is_corresponding":false,"raw_author_name":"Ye Liu","raw_affiliation_strings":["Qi An Xin Technology Group Inc., Beijing, China","School of Computing and Information Systems, Singapore Management University, Bras Basah, Singapore","School of Computing and Information Systems, Singapore Management University, 81 Victoria Street, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qi An Xin Technology Group Inc., Beijing, China","institution_ids":["https://openalex.org/I4210141776"]},{"raw_affiliation_string":"School of Computing and Information Systems, Singapore Management University, Bras Basah, Singapore","institution_ids":["https://openalex.org/I79891267"]},{"raw_affiliation_string":"School of Computing and Information Systems, Singapore Management University, 81 Victoria Street, Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100457571","display_name":"Meng Li","orcid":"https://orcid.org/0000-0003-3553-0813"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]},{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Li","raw_affiliation_strings":["Key Laboratory of Knowledge Engineering with Big Data, Ministry of Education, the School of Computer Science and Information Engineering, and the Intelligent Interconnected Systems Laboratory of Anhui Province, Hefei University of Technology, Hefei, China","Key Laboratory of Knowledge Engineering with Big Data (Hefei University of Technology), Ministry of Education, China"],"raw_orcid":"https://orcid.org/0000-0003-3553-0813","affiliations":[{"raw_affiliation_string":"Key Laboratory of Knowledge Engineering with Big Data, Ministry of Education, the School of Computer Science and Information Engineering, and the Intelligent Interconnected Systems Laboratory of Anhui Province, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I143868143"]},{"raw_affiliation_string":"Key Laboratory of Knowledge Engineering with Big Data (Hefei University of Technology), Ministry of Education, China","institution_ids":["https://openalex.org/I16365422"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100354072","display_name":"Xin Li","orcid":"https://orcid.org/0000-0003-4257-4347"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Li","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-4257-4347","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100371097","display_name":"Yong Liu","orcid":"https://orcid.org/0000-0001-7830-0191"},"institutions":[{"id":"https://openalex.org/I4210127996","display_name":"Sino Biological (China)","ror":"https://ror.org/02tbjbv63","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210127996"]},{"id":"https://openalex.org/I4210141776","display_name":"China XD Group (China)","ror":"https://ror.org/04ceqst84","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210141776"]},{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["CN","SG"],"is_corresponding":false,"raw_author_name":"Yong Liu","raw_affiliation_strings":["Qi An Xin Technology Group Inc., Beijing, China","School of Computing and Information Systems, Singapore Management University, Bras Basah, Singapore","Qi An Xin Technology Group Inc. and Zhongguancun Laboratory, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qi An Xin Technology Group Inc., Beijing, China","institution_ids":["https://openalex.org/I4210141776"]},{"raw_affiliation_string":"School of Computing and Information Systems, Singapore Management University, Bras Basah, Singapore","institution_ids":["https://openalex.org/I79891267"]},{"raw_affiliation_string":"Qi An Xin Technology Group Inc. and Zhongguancun Laboratory, Beijing, China","institution_ids":["https://openalex.org/I4210127996"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101180615","display_name":"Jincheng An","orcid":"https://orcid.org/0009-0004-6607-5993"},"institutions":[{"id":"https://openalex.org/I4210160629","display_name":"China Information Technology Security Evaluation Center","ror":"https://ror.org/053cexp66","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210160629"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jincheng An","raw_affiliation_strings":["Qi An Xin Technology Group Inc., QAX Security Center, Beijing, China","QAX Security Center, Qi-AnXin Technology Group Inc, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0004-6607-5993","affiliations":[{"raw_affiliation_string":"Qi An Xin Technology Group Inc., QAX Security Center, Beijing, China","institution_ids":["https://openalex.org/I4210160629"]},{"raw_affiliation_string":"QAX Security Center, Qi-AnXin Technology Group Inc, Beijing, China","institution_ids":["https://openalex.org/I4210160629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078519973","display_name":"Wei Liang","orcid":"https://orcid.org/0000-0002-5074-1363"},"institutions":[{"id":"https://openalex.org/I121296143","display_name":"Hunan University of Science and Technology","ror":"https://ror.org/02m9vrb24","country_code":"CN","type":"education","lineage":["https://openalex.org/I121296143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Liang","raw_affiliation_strings":["School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, China","Hunan University of Science and Technology, China"],"raw_orcid":"https://orcid.org/0000-0002-5074-1363","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, China","institution_ids":["https://openalex.org/I121296143"]},{"raw_affiliation_string":"Hunan University of Science and Technology, China","institution_ids":["https://openalex.org/I121296143"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100634361","display_name":"Liehuang Zhu","orcid":"https://orcid.org/0000-0003-3277-3887"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liehuang Zhu","raw_affiliation_strings":["School of Cyberspace Science and Technology, Beijing Institute of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3277-3887","affiliations":[{"raw_affiliation_string":"School of Cyberspace Science and Technology, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":11,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.0351,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.96628396,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"20","issue":null,"first_page":"7394","last_page":"7409"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9926999807357788,"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":0.9926999807357788,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9912999868392944,"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":0.9778000116348267,"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":0.838780403137207},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.6228541135787964},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.5843499302864075},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5094147324562073},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3373563885688782}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.838780403137207},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.6228541135787964},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.5843499302864075},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5094147324562073},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3373563885688782},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tifs.2025.3589061","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tifs.2025.3589061","pdf_url":null,"source":{"id":"https://openalex.org/S61310614","display_name":"IEEE Transactions on Information Forensics and Security","issn_l":"1556-6013","issn":["1556-6013","1556-6021"],"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 Information Forensics and Security","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G249664748","display_name":null,"funder_award_id":"BigKEOpen2025-04","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3537770290","display_name":null,"funder_award_id":"62372149","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4365675440","display_name":null,"funder_award_id":"U23A20303","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5956705760","display_name":null,"funder_award_id":"U2468205","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/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1821462560","https://openalex.org/W2037964547","https://openalex.org/W2435090885","https://openalex.org/W2788816110","https://openalex.org/W2964043980","https://openalex.org/W3041202696","https://openalex.org/W3111919937","https://openalex.org/W3138597937","https://openalex.org/W3198262235","https://openalex.org/W4287332481","https://openalex.org/W4289656845","https://openalex.org/W4320013936","https://openalex.org/W4391724779","https://openalex.org/W4402754202","https://openalex.org/W6605479355","https://openalex.org/W6682132143","https://openalex.org/W6684921986","https://openalex.org/W6728757088","https://openalex.org/W6743688258","https://openalex.org/W6743821447","https://openalex.org/W6746720608","https://openalex.org/W6746897123","https://openalex.org/W6748268456","https://openalex.org/W6748786018","https://openalex.org/W6752600739","https://openalex.org/W6754708698","https://openalex.org/W6758201434","https://openalex.org/W6771533808","https://openalex.org/W6787972765","https://openalex.org/W6810744337","https://openalex.org/W7056673059"],"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":{"Subsequently,":[0],"by":[1],"executing":[2],"various":[3],"attacks":[4],"on":[5,26,64],"benchmark":[6],"datasets":[7],"such":[8],"as":[9],"MNIST,":[10],"we":[11,29],"construct":[12],"Federated":[13],"Learning":[14],"Malicious":[15],"Parameter":[16],"Identification":[17],"(FLMPID)":[18],"dataset":[19],"to":[20,44,68],"enable":[21],"malicious":[22,48],"client":[23],"detection.":[24],"Building":[25],"this":[27],"dataset,":[28],"propose":[30],"FORTRESS":[31,52,85],"(Federated":[32],"POisoning-Resistance":[33],"Defense":[34],"via":[35],"Dual-Domain":[36],"Distance":[37],"and":[38,46,66,90],"TRust":[39],"AssESSment),":[40],"a":[41,54,97],"framework":[42],"designed":[43],"detect":[45],"mitigate":[47],"updates":[49],"from":[50],"clients.":[51],"employs":[53],"unique":[55],"encoder-decoder":[56],"architecture.":[57],"The":[58],"encoder":[59],"utilizes":[60],"dual-domain":[61],"distance":[62],"metrics":[63],"weights":[65],"gradients":[67],"extract":[69],"hidden":[70],"representations,":[71],"while":[72],"the":[73,102],"decoder":[74],"leverages":[75],"Actor-Critic":[76],"(AC)":[77],"reinforcement":[78],"learning":[79],"for":[80,100],"trust":[81],"assessment.":[82],"We":[83],"evaluated":[84],"under":[86],"multiple":[87],"attack":[88],"scenarios":[89],"demonstrated":[91],"its":[92],"defense":[93],"effectiveness,":[94],"making":[95],"it":[96],"promising":[98],"solution":[99],"enhancing":[101],"security":[103],"of":[104],"FL":[105],"systems.":[106]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
