{"id":"https://openalex.org/W4401597627","doi":"https://doi.org/10.23919/ifipnetworking62109.2024.10619763","title":"Poisoning Attacks on Federated Learning-based Wireless Traffic Prediction","display_name":"Poisoning Attacks on Federated Learning-based Wireless Traffic Prediction","publication_year":2024,"publication_date":"2024-06-03","ids":{"openalex":"https://openalex.org/W4401597627","doi":"https://doi.org/10.23919/ifipnetworking62109.2024.10619763"},"language":"en","primary_location":{"id":"doi:10.23919/ifipnetworking62109.2024.10619763","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ifipnetworking62109.2024.10619763","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IFIP Networking Conference (IFIP Networking)","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/A5101963062","display_name":"Zifan Zhang","orcid":"https://orcid.org/0000-0003-2268-9876"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zifan Zhang","raw_affiliation_strings":["North Carolina State University,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Carolina State University,USA","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056811906","display_name":"Minghong Fang","orcid":"https://orcid.org/0000-0002-1365-3911"},"institutions":[{"id":"https://openalex.org/I142740786","display_name":"University of Louisville","ror":"https://ror.org/01ckdn478","country_code":"US","type":"education","lineage":["https://openalex.org/I142740786"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Minghong Fang","raw_affiliation_strings":["University of Louisville,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Louisville,USA","institution_ids":["https://openalex.org/I142740786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101853822","display_name":"Jiayuan Huang","orcid":"https://orcid.org/0009-0009-1610-9311"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiayuan Huang","raw_affiliation_strings":["North Carolina State University,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Carolina State University,USA","institution_ids":["https://openalex.org/I137902535"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100373044","display_name":"Yuchen Liu","orcid":"https://orcid.org/0000-0001-7505-9718"},"institutions":[{"id":"https://openalex.org/I137902535","display_name":"North Carolina State University","ror":"https://ror.org/04tj63d06","country_code":"US","type":"education","lineage":["https://openalex.org/I137902535"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuchen Liu","raw_affiliation_strings":["North Carolina State University,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Carolina State University,USA","institution_ids":["https://openalex.org/I137902535"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.8328,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.87464812,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"423","last_page":"431"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9965999722480774,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9965999722480774,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9731000065803528,"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":0.7495805025100708},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.6052340865135193},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.43917179107666016},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4353329539299011},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.15926897525787354}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7495805025100708},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.6052340865135193},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.43917179107666016},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4353329539299011},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.15926897525787354}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/ifipnetworking62109.2024.10619763","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ifipnetworking62109.2024.10619763","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IFIP Networking Conference (IFIP Networking)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G742142219","display_name":null,"funder_award_id":"CNS-2312138","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2190432600","https://openalex.org/W2204457080","https://openalex.org/W2350778671","https://openalex.org/W2612472936","https://openalex.org/W2752689052","https://openalex.org/W2783656730","https://openalex.org/W2789386460","https://openalex.org/W2789911054","https://openalex.org/W2804073516","https://openalex.org/W2966757932","https://openalex.org/W3019777957","https://openalex.org/W3033902456","https://openalex.org/W3043015979","https://openalex.org/W3087391814","https://openalex.org/W3100779497","https://openalex.org/W3138153888","https://openalex.org/W3138597937","https://openalex.org/W3155912831","https://openalex.org/W3156128181","https://openalex.org/W3159080474","https://openalex.org/W3177095755","https://openalex.org/W4205708288","https://openalex.org/W4226325348","https://openalex.org/W4226461837","https://openalex.org/W4229455429","https://openalex.org/W4283214572","https://openalex.org/W4311165757","https://openalex.org/W4318619660","https://openalex.org/W4383221307","https://openalex.org/W4396757545","https://openalex.org/W4396843810","https://openalex.org/W6687971779","https://openalex.org/W6728757088","https://openalex.org/W6743821447","https://openalex.org/W6748786018","https://openalex.org/W6760825779","https://openalex.org/W6770634426"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"offers":[3],"a":[4,9,39,94,119,136],"distributed":[5,78],"framework":[6],"to":[7,102],"train":[8],"global":[10],"control":[11],"model":[12,131],"across":[13],"multiple":[14],"base":[15],"stations":[16],"without":[17],"compromising":[18],"the":[19,53,73,104],"privacy":[20],"of":[21,55,76],"their":[22],"local":[23],"network":[24,44],"data.":[25],"This":[26],"makes":[27],"it":[28],"ideal":[29],"for":[30],"applications":[31],"like":[32],"wireless":[33,79,153],"traffic":[34,48,97,111,154],"prediction":[35],"(WTP),":[36],"which":[37,127],"plays":[38],"crucial":[40],"role":[41],"in":[42,82,144],"optimizing":[43],"resources,":[45],"enabling":[46],"proactive":[47],"flow":[49],"management,":[50],"and":[51,66,161],"enhancing":[52],"reliability":[54],"downstream":[56],"communication":[57],"aided":[58],"applications,":[59],"such":[60],"as":[61],"IoT":[62],"devices,":[63],"autonomous":[64],"vehicles,":[65],"industrial":[67],"automation":[68],"systems.":[69],"Despite":[70],"its":[71],"promise,":[72],"security":[74],"aspects":[75],"FL-based":[77,105],"systems,":[80],"particularly":[81],"regression-based":[83],"WTP":[84,106],"problems,":[85],"remain":[86],"inadequately":[87],"investigated.":[88],"In":[89],"this":[90],"paper,":[91],"we":[92],"introduce":[93],"novel":[95],"fake":[96],"injection":[98],"(FTI)":[99],"attack,":[100],"designed":[101],"undermine":[103],"system":[107],"by":[108],"injecting":[109],"fabricated":[110],"distributions":[112],"with":[113],"minimal":[114],"knowledge.":[115],"We":[116],"further":[117],"propose":[118],"defense":[120,162],"mechanism,":[121],"termed":[122],"global-local":[123],"inconsistency":[124],"detection":[125],"(GLID),":[126],"strategically":[128],"removes":[129],"abnormal":[130],"parameters":[132],"that":[133,157],"deviate":[134],"beyond":[135],"specific":[137],"percentile":[138],"range":[139],"estimated":[140],"through":[141],"statistical":[142],"methods":[143],"each":[145],"dimension.":[146],"Extensive":[147],"experimental":[148],"evaluations,":[149],"performed":[150],"on":[151],"real-world":[152],"datasets,":[155],"demonstrate":[156],"both":[158],"our":[159],"attack":[160],"strategies":[163],"significantly":[164],"outperform":[165],"existing":[166],"baselines.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}