{"id":"https://openalex.org/W4412610887","doi":"https://doi.org/10.1109/hpcc64274.2024.00182","title":"A Privacy-Preserving Federated Learning Framework with Byzantine Robustness","display_name":"A Privacy-Preserving Federated Learning Framework with Byzantine Robustness","publication_year":2024,"publication_date":"2024-12-13","ids":{"openalex":"https://openalex.org/W4412610887","doi":"https://doi.org/10.1109/hpcc64274.2024.00182"},"language":"en","primary_location":{"id":"doi:10.1109/hpcc64274.2024.00182","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hpcc64274.2024.00182","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on High Performance Computing and Communications (HPCC)","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/A5066408207","display_name":"Xibo Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xibo Zhang","raw_affiliation_strings":["Hubei University of Technology,School of Computer Science,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei University of Technology,School of Computer Science,Wuhan,China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052110962","display_name":"Gang Shen","orcid":"https://orcid.org/0000-0002-2783-0907"},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Shen","raw_affiliation_strings":["Hubei University of Technology,School of Computer Science,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hubei University of Technology,School of Computer Science,Wuhan,China","institution_ids":["https://openalex.org/I74525822"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I74525822"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.35612406,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1361","last_page":"1368"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9955999851226807,"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":0.9955999851226807,"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":0.9933000206947327,"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":0.977400004863739,"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":0.7877971529960632},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7818741798400879},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4569883346557617},{"id":"https://openalex.org/keywords/byzantine-fault-tolerance","display_name":"Byzantine fault tolerance","score":0.44272732734680176},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3793775141239166},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.36976170539855957},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3315623998641968},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.2593926787376404},{"id":"https://openalex.org/keywords/fault-tolerance","display_name":"Fault tolerance","score":0.08986011147499084}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7877971529960632},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7818741798400879},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4569883346557617},{"id":"https://openalex.org/C168021876","wikidata":"https://www.wikidata.org/wiki/Q1353446","display_name":"Byzantine fault tolerance","level":3,"score":0.44272732734680176},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3793775141239166},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.36976170539855957},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3315623998641968},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2593926787376404},{"id":"https://openalex.org/C63540848","wikidata":"https://www.wikidata.org/wiki/Q3140932","display_name":"Fault tolerance","level":2,"score":0.08986011147499084},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","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/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/hpcc64274.2024.00182","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hpcc64274.2024.00182","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on High Performance Computing and Communications (HPCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322186","display_name":"Natural Science Foundation of Hubei Province","ror":null},{"id":"https://openalex.org/F4320335577","display_name":"Major Research Plan","ror":null},{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1969009977","https://openalex.org/W2040387238","https://openalex.org/W2132172731","https://openalex.org/W2194775991","https://openalex.org/W2919115771","https://openalex.org/W3015535799","https://openalex.org/W3107632872","https://openalex.org/W3138153888","https://openalex.org/W3138597937","https://openalex.org/W3173826379","https://openalex.org/W3175192640","https://openalex.org/W3198262235","https://openalex.org/W3202882929","https://openalex.org/W3211503592","https://openalex.org/W4290948380","https://openalex.org/W4296826005","https://openalex.org/W4379011606","https://openalex.org/W6728757088","https://openalex.org/W6748805329","https://openalex.org/W6764838729","https://openalex.org/W6775563089","https://openalex.org/W6780640148","https://openalex.org/W6799246147","https://openalex.org/W6803316053","https://openalex.org/W6803930324","https://openalex.org/W6810227880","https://openalex.org/W7056673059"],"related_works":["https://openalex.org/W2886165711","https://openalex.org/W4290996430","https://openalex.org/W4292223684","https://openalex.org/W3119045199","https://openalex.org/W2770593030","https://openalex.org/W2987468021","https://openalex.org/W3154990682","https://openalex.org/W4378878393","https://openalex.org/W4388228623","https://openalex.org/W2560201613"],"abstract_inverted_index":{"Federated":[0],"learning,":[1],"an":[2],"innovative":[3],"privacy-preserving":[4,48],"distributed":[5],"machine":[6],"learning":[7,25,52],"framework,":[8],"allows":[9],"participants":[10],"from":[11],"various":[12],"parties":[13],"to":[14,45,102,116],"co-construct":[15],"models":[16],"without":[17],"directly":[18],"disclosing":[19],"local":[20],"data.":[21],"However,":[22],"current":[23],"federated":[24,51],"systems":[26],"still":[27],"face":[28],"the":[29,84,89],"dual":[30],"threats":[31],"of":[32,41,95],"Byzantine":[33,49,63,138],"attacks":[34,64],"and":[35,60,82,107,135,146],"user":[36,67,143],"privacy":[37,126],"leakage.":[38],"The":[39],"aim":[40],"this":[42],"paper":[43],"is":[44,114],"propose":[46],"a":[47,111],"robustness":[50],"framework":[53],"called":[54],"PPBRFL,":[55],"which":[56],"achieves":[57],"effective":[58],"detection":[59],"defense":[61],"against":[62],"while":[65,124],"protecting":[66],"data":[68,73,144],"privacy.":[69],"Specifically,":[70],"PPBRFL":[71,132],"performs":[72],"dimensionality":[74],"reduction":[75],"via":[76],"randomized":[77],"principal":[78],"component":[79],"analysis":[80],"(RPCA)":[81],"combines":[83],"isolation":[85],"forest":[86],"algorithm":[87],"with":[88,97],"amendable":[90],"DBSCAN":[91],"(Density-Based":[92],"Spatial":[93],"Clustering":[94],"Applications":[96],"Noise)":[98],"method":[99],"for":[100],"clustering":[101],"detect":[103],"malicious":[104],"clients":[105],"comprehensively":[106],"accurately.":[108],"In":[109],"addition,":[110],"pseudo-gradient":[112],"mechanism":[113],"introduced":[115],"prevent":[117],"gradient":[118],"leakage,":[119],"thus":[120],"ensuring":[121],"model":[122],"accuracy":[123],"realizing":[125],"protection.":[127],"Experimental":[128],"validation":[129],"shows":[130],"that":[131],"can":[133],"efficiently":[134],"accurately":[136],"identify":[137],"attack":[139],"nodes,":[140],"effectively":[141],"protect":[142],"privacy,":[145],"exhibit":[147],"excellent":[148],"robustness.":[149]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}