{"id":"https://openalex.org/W4400276367","doi":"https://doi.org/10.1109/wcnc57260.2024.10571140","title":"Patronus: Countering Model Poisoning Attacks in Edge Distributed DNN Training","display_name":"Patronus: Countering Model Poisoning Attacks in Edge Distributed DNN Training","publication_year":2024,"publication_date":"2024-04-21","ids":{"openalex":"https://openalex.org/W4400276367","doi":"https://doi.org/10.1109/wcnc57260.2024.10571140"},"language":"en","primary_location":{"id":"doi:10.1109/wcnc57260.2024.10571140","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wcnc57260.2024.10571140","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Wireless Communications and Networking Conference (WCNC)","raw_type":"proceedings-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/A5070474269","display_name":"Zhonghui Wu","orcid":"https://orcid.org/0009-0001-9496-880X"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4210090985","display_name":"Zhejiang Financial College","ror":"https://ror.org/00deghz86","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210090985"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhonghui Wu","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876","School of Information Technology, Zhejiang Financial College,Zhejiang,China,310018"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]},{"raw_affiliation_string":"School of Information Technology, Zhejiang Financial College,Zhejiang,China,310018","institution_ids":["https://openalex.org/I4210090985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069646989","display_name":"Changqiao Xu","orcid":"https://orcid.org/0000-0003-1467-1086"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changqiao Xu","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101730758","display_name":"Mu Wang","orcid":"https://orcid.org/0000-0003-1147-911X"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mu Wang","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088147214","display_name":"Yunxiao Ma","orcid":"https://orcid.org/0009-0009-6310-3094"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunxiao Ma","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072530077","display_name":"Zhongrui Wu","orcid":"https://orcid.org/0000-0001-6466-0559"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4210090985","display_name":"Zhejiang Financial College","ror":"https://ror.org/00deghz86","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210090985"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongrui Wu","raw_affiliation_strings":["Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876","School of Information Technology, Zhejiang Financial College,Zhejiang,China,310018"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications,State Key Laboratory of Networking and Switching Technology,Beijing,China,100876","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]},{"raw_affiliation_string":"School of Information Technology, Zhejiang Financial College,Zhejiang,China,310018","institution_ids":["https://openalex.org/I4210090985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044735939","display_name":"Zhenyu Xiahou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155731","display_name":"Jiangxi Academy of Sciences","ror":"https://ror.org/049e1px04","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210155731"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyu Xiahou","raw_affiliation_strings":["Jiangxi Academy of Cyber Security,Jiangxi,China,30096"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangxi Academy of Cyber Security,Jiangxi,China,30096","institution_ids":["https://openalex.org/I4210155731"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020385557","display_name":"Luigi Alfredo Grieco","orcid":"https://orcid.org/0000-0002-3443-6924"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luigi Alfredo Grieco","raw_affiliation_strings":["Department of Electrical and Information Engineering and CNIT,Bari,Italy,70100"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Information Engineering and CNIT,Bari,Italy,70100","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10481204,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"33","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9399999976158142,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9399999976158142,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9205999970436096,"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/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6938599944114685},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6865568161010742},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.6073204874992371},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.49240124225616455},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35516661405563354},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.32214707136154175}],"concepts":[{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6938599944114685},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6865568161010742},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.6073204874992371},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.49240124225616455},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35516661405563354},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.32214707136154175},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wcnc57260.2024.10571140","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wcnc57260.2024.10571140","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Wireless Communications and Networking Conference (WCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4917731782","display_name":null,"funder_award_id":"62225105","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":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W2752689052","https://openalex.org/W2807363941","https://openalex.org/W2931261885","https://openalex.org/W2963334472","https://openalex.org/W2963358464","https://openalex.org/W2991040477","https://openalex.org/W3132107458","https://openalex.org/W3138153888","https://openalex.org/W3177318507","https://openalex.org/W3204548896","https://openalex.org/W4226047321","https://openalex.org/W4226490845","https://openalex.org/W4290948380","https://openalex.org/W4292779060","https://openalex.org/W4310494058","https://openalex.org/W4312437143","https://openalex.org/W4367047481","https://openalex.org/W4379033976","https://openalex.org/W4382237486","https://openalex.org/W4382318061","https://openalex.org/W4382450529","https://openalex.org/W6743821447","https://openalex.org/W6746015598","https://openalex.org/W6778883912","https://openalex.org/W6784836957"],"related_works":["https://openalex.org/W230091440","https://openalex.org/W2233261550","https://openalex.org/W2810751659","https://openalex.org/W258997015","https://openalex.org/W2997094352","https://openalex.org/W3216976533","https://openalex.org/W100620283","https://openalex.org/W2495260952","https://openalex.org/W4366179611","https://openalex.org/W2996078371"],"abstract_inverted_index":{"As":[0],"Deep":[1],"Neural":[2],"Networks":[3],"(DNNs)":[4],"are":[5,102],"evolving":[6],"in":[7,37,47,72],"complexity":[8],"to":[9,24,123],"meet":[10],"the":[11,25,83,96,114,138],"demands":[12],"of":[13,27,85],"novel":[14],"applications,":[15],"a":[16,35],"single":[17],"device":[18],"becomes":[19],"insufficient":[20],"for":[21],"training,":[22,75],"leading":[23],"emergence":[26],"distributed":[28,73],"DNN":[29,74],"training.":[30],"However,":[31],"this":[32,60],"evolution":[33],"exposes":[34],"gap":[36],"research":[38],"surrounding":[39],"security":[40],"vulnerabilities":[41],"on":[42,95],"model":[43,48,69,80],"poisoning":[44,70],"attacks,":[45],"especially":[46],"parallel":[49],"setups,":[50],"an":[51,65],"area":[52],"that":[53,67],"has":[54],"been":[55],"scarcely":[56],"studied.":[57],"To":[58],"bridge":[59],"gap,":[61],"we":[62],"introduce":[63],"Patronus,":[64],"approach":[66],"counters":[68],"attacks":[71],"accommodating":[76],"both":[77],"data":[78],"and":[79,104,134],"parallelism.":[81],"With":[82],"employment":[84],"Loss-aware":[86],"Credit":[87],"Evaluation,":[88],"Patronus":[89],"scores":[90],"each":[91],"participating":[92],"client.":[93],"Based":[94],"continuously":[97],"updated":[98],"credit,":[99],"malicious":[100,125],"clients":[101],"isolated":[103],"detected":[105],"after":[106],"multiple":[107],"epochs":[108],"by":[109,119],"Shuffling-based":[110],"Isolation":[111],"Mechanism.":[112],"Additionally,":[113],"training":[115],"system":[116],"is":[117],"reinforced":[118],"Byzantine":[120],"Fault-tolerant":[121],"Aggregation":[122],"minimize":[124],"client":[126],"impacts.":[127],"Comprehensive":[128],"experiments":[129],"confirm":[130],"Patronus's":[131],"superior":[132],"reliable":[133],"efficient":[135],"performance":[136],"over":[137],"existing":[139],"methods":[140],"under":[141],"attack":[142],"scenarios.":[143]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}