{"id":"https://openalex.org/W4312403348","doi":"https://doi.org/10.1109/tbdata.2022.3224392","title":"SBPA: Sybil-Based Backdoor Poisoning Attacks for Distributed Big Data in AIoT-Based Federated Learning System","display_name":"SBPA: Sybil-Based Backdoor Poisoning Attacks for Distributed Big Data in AIoT-Based Federated Learning System","publication_year":2022,"publication_date":"2022-11-24","ids":{"openalex":"https://openalex.org/W4312403348","doi":"https://doi.org/10.1109/tbdata.2022.3224392"},"language":"en","primary_location":{"id":"doi:10.1109/tbdata.2022.3224392","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbdata.2022.3224392","pdf_url":null,"source":{"id":"https://openalex.org/S2491400915","display_name":"IEEE Transactions on Big Data","issn_l":"2332-7790","issn":["2332-7790","2372-2096"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Big Data","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/A5001207472","display_name":"Xiong Xiao","orcid":"https://orcid.org/0000-0002-3831-043X"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiong Xiao","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","National Supercomputing Center in Changsha, Hunan University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-3831-043X","affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"National Supercomputing Center in Changsha, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008574161","display_name":"Zhuo Tang","orcid":"https://orcid.org/0000-0001-9081-8153"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuo Tang","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","National Supercomputing Center in Changsha, Hunan University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-9081-8153","affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"National Supercomputing Center in Changsha, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066452142","display_name":"Chuanying Li","orcid":"https://orcid.org/0000-0003-3849-6745"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuanying Li","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","National Supercomputing Center in Changsha, Hunan University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-3849-6745","affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"National Supercomputing Center in Changsha, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040469461","display_name":"Bingting Jiang","orcid":"https://orcid.org/0000-0002-2342-3060"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingting Jiang","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","National Supercomputing Center in Changsha, Hunan University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-2342-3060","affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"National Supercomputing Center in Changsha, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078793726","display_name":"Kenli Li","orcid":"https://orcid.org/0000-0002-2635-7716"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kenli Li","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","National Supercomputing Center in Changsha, Hunan University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-2635-7716","affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]},{"raw_affiliation_string":"National Supercomputing Center in Changsha, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I16609230"],"apc_list":null,"apc_paid":null,"fwci":2.0994,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.89092074,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"10","issue":"6","first_page":"827","last_page":"838"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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":0.9975000023841858,"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":0.984000027179718,"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/backdoor","display_name":"Backdoor","score":0.9981244206428528},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.817225456237793},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.6062344312667847},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.6015533208847046},{"id":"https://openalex.org/keywords/adversary","display_name":"Adversary","score":0.4622824490070343},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4175602197647095},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38009315729141235}],"concepts":[{"id":"https://openalex.org/C2781045450","wikidata":"https://www.wikidata.org/wiki/Q254569","display_name":"Backdoor","level":2,"score":0.9981244206428528},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.817225456237793},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.6062344312667847},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.6015533208847046},{"id":"https://openalex.org/C41065033","wikidata":"https://www.wikidata.org/wiki/Q2825412","display_name":"Adversary","level":2,"score":0.4622824490070343},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4175602197647095},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38009315729141235}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tbdata.2022.3224392","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbdata.2022.3224392","pdf_url":null,"source":{"id":"https://openalex.org/S2491400915","display_name":"IEEE Transactions on Big Data","issn_l":"2332-7790","issn":["2332-7790","2372-2096"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Big Data","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7099999785423279,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G8583758428","display_name":null,"funder_award_id":"92055213","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8607382365","display_name":null,"funder_award_id":"L1924056","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8752286753","display_name":"\u9ad8\u6027\u80fd\u5f02\u6784\u8ba1\u7b97\u73af\u5883\u4e2d\u7684\u6df1\u5ea6\u5b66\u4e60\u8fed\u4ee3\u4f18\u5316\u53ca\u5de5\u4e1a\u5e94\u7528\u7814\u7a76","funder_award_id":"61873090","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W2750384547","https://openalex.org/W2806015113","https://openalex.org/W2886444620","https://openalex.org/W2903356604","https://openalex.org/W2912213068","https://openalex.org/W2985913519","https://openalex.org/W2990595670","https://openalex.org/W2998149703","https://openalex.org/W3003426262","https://openalex.org/W3004155269","https://openalex.org/W3008762881","https://openalex.org/W3021654819","https://openalex.org/W3032589391","https://openalex.org/W3087391814","https://openalex.org/W3094551038","https://openalex.org/W3096718731","https://openalex.org/W3106537486","https://openalex.org/W3107615494","https://openalex.org/W3117482727","https://openalex.org/W3118608800","https://openalex.org/W3123459983","https://openalex.org/W3138795569","https://openalex.org/W3154335119","https://openalex.org/W3154373807","https://openalex.org/W3161819755","https://openalex.org/W3163222347","https://openalex.org/W3175663678","https://openalex.org/W3175919946","https://openalex.org/W3199788090","https://openalex.org/W3200840849","https://openalex.org/W3203600060","https://openalex.org/W4210630541","https://openalex.org/W4229455429","https://openalex.org/W4285205197","https://openalex.org/W4285226905","https://openalex.org/W6728757088","https://openalex.org/W6743688258","https://openalex.org/W6743821447","https://openalex.org/W6752600739","https://openalex.org/W6754708698","https://openalex.org/W6756756286","https://openalex.org/W6771533808","https://openalex.org/W6779257870","https://openalex.org/W6784772983","https://openalex.org/W6787301696","https://openalex.org/W6787633081","https://openalex.org/W6787972765","https://openalex.org/W6795883445"],"related_works":["https://openalex.org/W4320031223","https://openalex.org/W4200629851","https://openalex.org/W4281902577","https://openalex.org/W4309417370","https://openalex.org/W4292107232","https://openalex.org/W3009072493","https://openalex.org/W4386080799","https://openalex.org/W3140988292","https://openalex.org/W4317672133","https://openalex.org/W4328053081"],"abstract_inverted_index":{"Federated":[0],"learning":[1],"(FL)":[2],"enables":[3],"a":[4,70],"great":[5],"deal":[6],"of":[7,55,127,130],"distributed":[8,86],"independent":[9],"participants":[10,81,115],"to":[11,39,89,106,120,133,140],"collaborate":[12],"in":[13,47,57,187],"training":[14],"without":[15],"sharing":[16],"data.":[17],"Malicious":[18,80],"adversary":[19],"can":[20],"poison":[21],"the":[22,31,41,48,77,98,102,110,122,128,142,155,168,185],"local":[23,144],"model":[24,43,100,158],"by":[25,124],"backdoor":[26,72,83,103,111,160],"poisoning":[27,73],"attacks":[28,74],"and":[29,179,196],"utilize":[30],"characteristic":[32],"that":[33,51],"server":[34],"cannot":[35],"trace":[36],"original":[37],"data":[38,56,92,192],"make":[40],"poisoned":[42,143],"directly":[44],"aggregated.":[45],"Especially":[46],"AIoT-FL":[49],"network":[50],"generates":[52],"large":[53],"amounts":[54],"real-time,":[58],"such":[59],"an":[60],"attack":[61],"is":[62],"more":[63,181],"powerful.":[64],"In":[65],"this":[66],"paper,":[67],"we":[68],"design":[69],"sybil-based":[71],"(SBPA)":[75],"against":[76],"above":[78],"vulnerability.":[79],"inject":[82],"triggers":[84],"into":[85],"Big":[87],"Data":[88],"covertly":[90],"complete":[91],"poisoning.":[93],"During":[94],"subsequent":[95],"iterative":[96],"aggregation,":[97],"joint":[99],"activates":[101],"during":[104],"testing":[105],"achieve":[107],"misclassification":[108],"for":[109],"images.":[112],"Besides,":[113],"malicious":[114],"create":[116],"some":[117],"sybil":[118],"nodes":[119],"join":[121],"aggregation":[123],"taking":[125],"advantage":[126],"vulnerability":[129],"system":[131],"devices":[132],"be":[134],"easily":[135],"disconnected.":[136],"They":[137],"are":[138],"committed":[139],"making":[141,154],"models":[145],"aggregated":[146],"with":[147],"higher":[148],"probability.":[149],"Their":[150],"goal":[151],"works":[152],"on":[153,167,176],"final":[156],"global":[157],"misclassify":[159],"images":[161],"while":[162],"keeping":[163],"high":[164],"classification":[165],"accuracy":[166],"other":[169],"non-backdoor":[170],"samples.":[171],"We":[172],"conduct":[173],"extensive":[174],"experiments":[175],"multiple":[177],"datasets":[178],"exhibit":[180],"robust":[182],"performance":[183],"than":[184],"state-of-the-art":[186],"various":[188],"metrics":[189],"under":[190],"both":[191],"distribution":[193],"including":[194],"i.i.d.":[195],"non-i.i.d.":[197],"scenarios.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":6}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}