{"id":"https://openalex.org/W4410404848","doi":"https://doi.org/10.1186/s40537-025-01165-y","title":"Enhancing Byzantine robustness of federated learning via tripartite adaptive authentication","display_name":"Enhancing Byzantine robustness of federated learning via tripartite adaptive authentication","publication_year":2025,"publication_date":"2025-05-15","ids":{"openalex":"https://openalex.org/W4410404848","doi":"https://doi.org/10.1186/s40537-025-01165-y"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-025-01165-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01165-y","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01165-y","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01165-y","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100427630","display_name":"Xiaomeng Li","orcid":"https://orcid.org/0000-0002-3802-7378"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaomeng Li","raw_affiliation_strings":["The Future Laboratory, Tsinghua University, Beijing, 100084, China"],"affiliations":[{"raw_affiliation_string":"The Future Laboratory, Tsinghua University, Beijing, 100084, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040936779","display_name":"Yanjun Li","orcid":"https://orcid.org/0000-0003-0999-5895"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanjun Li","raw_affiliation_strings":["The College of Communication Engineering, Jilin University, Changchun, 130025, Jilin, China"],"affiliations":[{"raw_affiliation_string":"The College of Communication Engineering, Jilin University, Changchun, 130025, Jilin, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085932755","display_name":"Hui Wan","orcid":"https://orcid.org/0000-0001-5294-4116"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Wan","raw_affiliation_strings":["The College of Communication Engineering, Jilin University, Changchun, 130025, Jilin, China"],"affiliations":[{"raw_affiliation_string":"The College of Communication Engineering, Jilin University, Changchun, 130025, Jilin, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100390514","display_name":"Cong Wang","orcid":"https://orcid.org/0000-0003-0547-315X"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cong Wang","raw_affiliation_strings":["The College of Communication Engineering, Jilin University, Changchun, 130025, Jilin, China"],"affiliations":[{"raw_affiliation_string":"The College of Communication Engineering, Jilin University, Changchun, 130025, Jilin, China","institution_ids":["https://openalex.org/I194450716"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100427630"],"corresponding_institution_ids":["https://openalex.org/I99065089"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":8.9133,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.97307773,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"12","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9995999932289124,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9873999953269958,"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":0.8464094400405884},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.8030394315719604},{"id":"https://openalex.org/keywords/byzantine-fault-tolerance","display_name":"Byzantine fault tolerance","score":0.6508875489234924},{"id":"https://openalex.org/keywords/byzantine-architecture","display_name":"Byzantine architecture","score":0.5484758019447327},{"id":"https://openalex.org/keywords/authentication","display_name":"Authentication (law)","score":0.43334415555000305},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.25992342829704285},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.23392212390899658},{"id":"https://openalex.org/keywords/fault-tolerance","display_name":"Fault tolerance","score":0.09704264998435974}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8464094400405884},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.8030394315719604},{"id":"https://openalex.org/C168021876","wikidata":"https://www.wikidata.org/wiki/Q1353446","display_name":"Byzantine fault tolerance","level":3,"score":0.6508875489234924},{"id":"https://openalex.org/C104562893","wikidata":"https://www.wikidata.org/wiki/Q47591","display_name":"Byzantine architecture","level":2,"score":0.5484758019447327},{"id":"https://openalex.org/C148417208","wikidata":"https://www.wikidata.org/wiki/Q4825882","display_name":"Authentication (law)","level":2,"score":0.43334415555000305},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.25992342829704285},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.23392212390899658},{"id":"https://openalex.org/C63540848","wikidata":"https://www.wikidata.org/wiki/Q3140932","display_name":"Fault tolerance","level":2,"score":0.09704264998435974},{"id":"https://openalex.org/C195244886","wikidata":"https://www.wikidata.org/wiki/Q41493","display_name":"Ancient history","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40537-025-01165-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01165-y","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01165-y","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9f902492f3fb4b41809affb38db95a46","is_oa":true,"landing_page_url":"https://doaj.org/article/9f902492f3fb4b41809affb38db95a46","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol 12, Iss 1, Pp 1-21 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-025-01165-y","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-025-01165-y","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-025-01165-y","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6800000071525574,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G6013419799","display_name":null,"funder_award_id":"62101210","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"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410404848.pdf","grobid_xml":"https://content.openalex.org/works/W4410404848.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1996944908","https://openalex.org/W2158700277","https://openalex.org/W2496543269","https://openalex.org/W2541884796","https://openalex.org/W2788816110","https://openalex.org/W2789911054","https://openalex.org/W2950447132","https://openalex.org/W2956817960","https://openalex.org/W3086809868","https://openalex.org/W3096718731","https://openalex.org/W3102977103","https://openalex.org/W3116740735","https://openalex.org/W3138597937","https://openalex.org/W3208674021","https://openalex.org/W4213446860","https://openalex.org/W4232836212","https://openalex.org/W4318619660","https://openalex.org/W4328028979","https://openalex.org/W6600679772","https://openalex.org/W6771536673"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W635625959","https://openalex.org/W1548189724","https://openalex.org/W4242769984","https://openalex.org/W2034320198","https://openalex.org/W1985305288","https://openalex.org/W4252331942","https://openalex.org/W4386477301"],"abstract_inverted_index":{"Federated":[0],"learning":[1,6,56],"(FL)":[2],"is":[3],"a":[4,51],"distributed":[5],"paradigm":[7],"that":[8],"enables":[9],"model":[10,83,121],"training":[11],"while":[12],"protecting":[13],"user":[14],"privacy.":[15],"However,":[16],"frequent":[17],"communication":[18,78],"between":[19],"the":[20,37,43,110,116,126],"server":[21],"and":[22,80,102,105],"clients":[23,101],"also":[24],"provides":[25],"opportunities":[26],"for":[27],"attackers":[28],"to":[29],"intercept":[30],"or":[31],"tamper":[32],"with":[33,144],"parameters,":[34],"thereby":[35],"affecting":[36],"global":[38,82,111,120],"model\u2019s":[39,112],"performance.":[40],"To":[41],"enhance":[42],"robustness":[44],"of":[45,65,128],"FL":[46],"against":[47],"attackers,":[48,104],"we":[49],"propose":[50],"framework":[52],"called":[53],"Byzantine-robust":[54],"federated":[55],"by":[57,114],"adaptive":[58,69],"tripartite":[59],"authentication":[60],"(BRFLATA).":[61],"Specifically,":[62],"BRFLATA":[63,93],"consists":[64],"four":[66],"modules:":[67],"(1)":[68],"client":[70,74],"matching":[71],"mechanism,":[72],"(2)":[73],"authentication,":[75],"(3)":[76],"reliable":[77],"link,":[79],"(4)":[81],"update":[84],"through":[85,132],"an":[86],"incentive":[87],"mechanism.":[88],"Through":[89],"these":[90],"dedicated":[91],"settings,":[92],"can":[94],"authenticate":[95],"each":[96],"client,":[97],"detect":[98],"potential":[99],"Byzantine":[100],"link":[103],"mitigate":[106],"their":[107],"impact":[108],"on":[109,135],"performance":[113],"adjusting":[115],"clients\u2019":[117],"weights":[118],"during":[119],"aggregation.":[122],"We":[123],"have":[124],"validated":[125],"effectiveness":[127],"our":[129],"proposed":[130],"method":[131],"extensive":[133],"experiments":[134],"widely":[136],"used":[137],"datasets":[138],"across":[139],"multiple":[140],"scenarios,":[141],"comparing":[142],"it":[143],"state-of-the-art":[145],"methods.":[146]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
