{"id":"https://openalex.org/W4401539403","doi":"https://doi.org/10.1109/infocomwkshps61880.2024.10620772","title":"GAN-Based Privacy Abuse Attack on Federated Learning in IoT Networks","display_name":"GAN-Based Privacy Abuse Attack on Federated Learning in IoT Networks","publication_year":2024,"publication_date":"2024-05-20","ids":{"openalex":"https://openalex.org/W4401539403","doi":"https://doi.org/10.1109/infocomwkshps61880.2024.10620772"},"language":"en","primary_location":{"id":"doi:10.1109/infocomwkshps61880.2024.10620772","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps61880.2024.10620772","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","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/A5114207479","display_name":"Runzhe Hao","orcid":null},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Runzhe Hao","raw_affiliation_strings":["University of Bristol,UK"],"affiliations":[{"raw_affiliation_string":"University of Bristol,UK","institution_ids":["https://openalex.org/I36234482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090705977","display_name":"Rasheed Hussain","orcid":"https://orcid.org/0000-0002-3771-7537"},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Rasheed Hussain","raw_affiliation_strings":["University of Bristol,UK"],"affiliations":[{"raw_affiliation_string":"University of Bristol,UK","institution_ids":["https://openalex.org/I36234482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065618485","display_name":"Juan Marcelo Parra-Ullauri","orcid":"https://orcid.org/0000-0003-1801-3494"},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Juan Marcelo Parra-Ullauri","raw_affiliation_strings":["University of Bristol,UK"],"affiliations":[{"raw_affiliation_string":"University of Bristol,UK","institution_ids":["https://openalex.org/I36234482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016646288","display_name":"Xenofon Vasilakos","orcid":"https://orcid.org/0000-0001-8361-3803"},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xenofon Vasilakos","raw_affiliation_strings":["University of Bristol,UK"],"affiliations":[{"raw_affiliation_string":"University of Bristol,UK","institution_ids":["https://openalex.org/I36234482"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024590871","display_name":"Reza Nejabati","orcid":"https://orcid.org/0000-0003-4664-9369"},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Reza Nejabati","raw_affiliation_strings":["University of Bristol,UK"],"affiliations":[{"raw_affiliation_string":"University of Bristol,UK","institution_ids":["https://openalex.org/I36234482"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030580652","display_name":"Dimitra Simeonidou","orcid":"https://orcid.org/0000-0002-7046-544X"},"institutions":[{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dimitra Simeonidou","raw_affiliation_strings":["University of Bristol,UK"],"affiliations":[{"raw_affiliation_string":"University of Bristol,UK","institution_ids":["https://openalex.org/I36234482"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5114207479"],"corresponding_institution_ids":["https://openalex.org/I36234482"],"apc_list":null,"apc_paid":null,"fwci":0.7274,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.7541894,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9958000183105469,"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":0.9958000183105469,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9663000106811523,"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/T10237","display_name":"Cryptography and Data Security","score":0.916700005531311,"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":0.7688923478126526},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.7510022521018982},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5438689589500427},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.5189756751060486}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7688923478126526},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.7510022521018982},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5438689589500427},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.5189756751060486}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/infocomwkshps61880.2024.10620772","is_oa":false,"landing_page_url":"https://doi.org/10.1109/infocomwkshps61880.2024.10620772","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS)","raw_type":"proceedings-article"},{"id":"pmh:oai:research-information.bris.ac.uk:openaire_cris_publications/26240b71-122c-4d68-acf5-b0d3aaaf8d71","is_oa":false,"landing_page_url":"https://research-information.bris.ac.uk/en/publications/26240b71-122c-4d68-acf5-b0d3aaaf8d71","pdf_url":null,"source":{"id":"https://openalex.org/S4306400895","display_name":"Bristol Research (University of Bristol)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I36234482","host_organization_name":"University of Bristol","host_organization_lineage":["https://openalex.org/I36234482"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Hao, R, Hussain, R, Parra-Ullauri, J M, Vasilakos, X, Nejabati, R & Simeonidou, D 2024, GAN-Based Privacy Abuse Attack on Federated Learning in IoT Networks. in IEEE INFOCOM 2024 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). IEEE Conference on Computer Communications Workshops, Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/INFOCOMWKSHPS61880.2024.10620772","raw_type":"contributionToPeriodical"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5699999928474426,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":5,"referenced_works":["https://openalex.org/W3157680283","https://openalex.org/W3209498073","https://openalex.org/W4200390322","https://openalex.org/W4295806247","https://openalex.org/W4320013936"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2390279801","https://openalex.org/W2625093826","https://openalex.org/W2950174689","https://openalex.org/W2358668433","https://openalex.org/W4200598720"],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"is":[3,111],"vulnerable":[4],"to":[5,62,67,100],"various":[6],"attacks":[7,44,110],"including":[8],"poisoning":[9],"and":[10,41,70,81,92],"inference.":[11],"However,":[12],"the":[13,22,46,74,78,87],"existing":[14],"offensive":[15],"security":[16],"evaluation":[17],"of":[18],"FL":[19,36,47,99],"assumes":[20],"that":[21,97],"attackers":[23],"know":[24],"data":[25],"distribution.":[26],"In":[27],"this":[28],"paper,":[29],"we":[30],"present":[31],"a":[32,57,64],"novel":[33],"attack":[34,79],"where":[35],"participants":[37],"carry":[38],"out":[39],"inference":[40],"privacy":[42],"abuse":[43],"against":[45,108],"by":[48],"leveraging":[49],"Generating":[50],"Adversarial":[51],"Networks":[52],"(GANs).":[53],"The":[54,94],"attacker":[55],"(impersonating":[56],"benign":[58],"participant)":[59],"uses":[60],"GAN":[61],"generate":[63],"similar":[65],"dataset":[66,91],"other":[68],"participants,":[69],"then":[71],"covertly":[72],"poisons":[73],"data.":[75],"We":[76],"demonstrated":[77],"successfully":[80,102],"tested":[82],"it":[83],"on":[84],"two":[85],"datasets,":[86],"IoT":[88,105],"network":[89],"traffic":[90],"MNIST.":[93],"results":[95],"reveal":[96],"for":[98],"be":[101],"used":[103],"in":[104],"applications,":[106],"protection":[107],"such":[109],"critically":[112],"essential.":[113]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}
