{"id":"https://openalex.org/W4392932714","doi":"https://doi.org/10.1109/ccnc51664.2024.10454688","title":"Decentralized Defense: Leveraging Blockchain against Poisoning Attacks in Federated Learning Systems","display_name":"Decentralized Defense: Leveraging Blockchain against Poisoning Attacks in Federated Learning Systems","publication_year":2024,"publication_date":"2024-01-06","ids":{"openalex":"https://openalex.org/W4392932714","doi":"https://doi.org/10.1109/ccnc51664.2024.10454688"},"language":"en","primary_location":{"id":"doi:10.1109/ccnc51664.2024.10454688","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51664.2024.10454688","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 21st Consumer Communications & Networking Conference (CCNC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.1109/CCNC51664.2024.10454688","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094186625","display_name":"Rashmi Thennakoon","orcid":null},"institutions":[{"id":"https://openalex.org/I128559575","display_name":"University of Ruhuna","ror":"https://ror.org/033jvzr14","country_code":"LK","type":"education","lineage":["https://openalex.org/I128559575"]}],"countries":["LK"],"is_corresponding":true,"raw_author_name":"Rashmi Thennakoon","raw_affiliation_strings":["University of Ruhuna,Dept of Electrical and Information Engineering,Sri Lanka","Dept of Electrical and Information Engineering, University of Ruhuna, Sri Lanka"],"affiliations":[{"raw_affiliation_string":"University of Ruhuna,Dept of Electrical and Information Engineering,Sri Lanka","institution_ids":["https://openalex.org/I128559575"]},{"raw_affiliation_string":"Dept of Electrical and Information Engineering, University of Ruhuna, Sri Lanka","institution_ids":["https://openalex.org/I128559575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094186626","display_name":"Arosha Wanigasundara","orcid":null},"institutions":[{"id":"https://openalex.org/I128559575","display_name":"University of Ruhuna","ror":"https://ror.org/033jvzr14","country_code":"LK","type":"education","lineage":["https://openalex.org/I128559575"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"Arosha Wanigasundara","raw_affiliation_strings":["University of Ruhuna,Dept of Electrical and Information Engineering,Sri Lanka","Dept of Electrical and Information Engineering, University of Ruhuna, Sri Lanka"],"affiliations":[{"raw_affiliation_string":"University of Ruhuna,Dept of Electrical and Information Engineering,Sri Lanka","institution_ids":["https://openalex.org/I128559575"]},{"raw_affiliation_string":"Dept of Electrical and Information Engineering, University of Ruhuna, Sri Lanka","institution_ids":["https://openalex.org/I128559575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038636532","display_name":"Sanjaya Weerasinghe","orcid":null},"institutions":[{"id":"https://openalex.org/I128559575","display_name":"University of Ruhuna","ror":"https://ror.org/033jvzr14","country_code":"LK","type":"education","lineage":["https://openalex.org/I128559575"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"Sanjaya Weerasinghe","raw_affiliation_strings":["University of Ruhuna,Dept of Electrical and Information Engineering,Sri Lanka","Dept of Electrical and Information Engineering, University of Ruhuna, Sri Lanka"],"affiliations":[{"raw_affiliation_string":"University of Ruhuna,Dept of Electrical and Information Engineering,Sri Lanka","institution_ids":["https://openalex.org/I128559575"]},{"raw_affiliation_string":"Dept of Electrical and Information Engineering, University of Ruhuna, Sri Lanka","institution_ids":["https://openalex.org/I128559575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044182686","display_name":"Chatura Seneviratne","orcid":null},"institutions":[{"id":"https://openalex.org/I128559575","display_name":"University of Ruhuna","ror":"https://ror.org/033jvzr14","country_code":"LK","type":"education","lineage":["https://openalex.org/I128559575"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"Chatura Seneviratne","raw_affiliation_strings":["University of Ruhuna,Dept of Electrical and Information Engineering,Sri Lanka","Dept of Electrical and Information Engineering, University of Ruhuna, Sri Lanka"],"affiliations":[{"raw_affiliation_string":"University of Ruhuna,Dept of Electrical and Information Engineering,Sri Lanka","institution_ids":["https://openalex.org/I128559575"]},{"raw_affiliation_string":"Dept of Electrical and Information Engineering, University of Ruhuna, Sri Lanka","institution_ids":["https://openalex.org/I128559575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069043129","display_name":"Yushan Siriwardhana","orcid":"https://orcid.org/0000-0001-5992-891X"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Yushan Siriwardhana","raw_affiliation_strings":["University of Oulu,Centre for Wireless Communications,Finland","Centre for Wireless Communications, University of Oulu, Finland"],"affiliations":[{"raw_affiliation_string":"University of Oulu,Centre for Wireless Communications,Finland","institution_ids":["https://openalex.org/I98381234"]},{"raw_affiliation_string":"Centre for Wireless Communications, University of Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068169019","display_name":"Madhusanka Liyanage","orcid":"https://orcid.org/0000-0003-4786-030X"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Madhusanka Liyanage","raw_affiliation_strings":["School of Computer Science, University College,Dublin,Ireland","School of Computer Science, University College, Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, University College,Dublin,Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"School of Computer Science, University College, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5094186625"],"corresponding_institution_ids":["https://openalex.org/I128559575"],"apc_list":null,"apc_paid":null,"fwci":1.0952,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.79436497,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"950","last_page":"955"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9995999932289124,"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":0.9995999932289124,"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":0.9988999962806702,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/blockchain","display_name":"Blockchain","score":0.9177328944206238},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7169209122657776},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.6890581846237183},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.4212720990180969},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.21616163849830627}],"concepts":[{"id":"https://openalex.org/C2779687700","wikidata":"https://www.wikidata.org/wiki/Q20514253","display_name":"Blockchain","level":2,"score":0.9177328944206238},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7169209122657776},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.6890581846237183},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.4212720990180969},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.21616163849830627}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ccnc51664.2024.10454688","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51664.2024.10454688","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 21st Consumer Communications & Networking Conference (CCNC)","raw_type":"proceedings-article"},{"id":"pmh:oai:zenodo.org:17233274","is_oa":true,"landing_page_url":"https://doi.org/10.1109/CCNC51664.2024.10454688","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE CCNC 2024, 2024 IEEE 21st Consumer Communications & Networking Conference, Las Vegas, NV, USA, 06-09 January 2024","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:17233274","is_oa":true,"landing_page_url":"https://doi.org/10.1109/CCNC51664.2024.10454688","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE CCNC 2024, 2024 IEEE 21st Consumer Communications & Networking Conference, Las Vegas, NV, USA, 06-09 January 2024","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2752689052","https://openalex.org/W2951832089","https://openalex.org/W3014517104","https://openalex.org/W3087391814","https://openalex.org/W3087463235","https://openalex.org/W3093711096","https://openalex.org/W3113149354","https://openalex.org/W3138153888","https://openalex.org/W3194053287","https://openalex.org/W3201807537","https://openalex.org/W4284977233","https://openalex.org/W4289656845","https://openalex.org/W4296045111","https://openalex.org/W4316661314","https://openalex.org/W6743821447","https://openalex.org/W6748786018","https://openalex.org/W6787633081"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4210406818","https://openalex.org/W4306779889","https://openalex.org/W3048554917","https://openalex.org/W3211706803","https://openalex.org/W4382775358","https://openalex.org/W4246942721","https://openalex.org/W3176937389"],"abstract_inverted_index":{"Federated":[0],"learning":[1,10],"(FL)":[2],"has":[3,31,63,166],"become":[4],"the":[5,44,48,59,69,90,95,143,158,164,171],"next":[6],"generation":[7],"of":[8,34,43,50,72,170,174],"machine":[9],"(ML)":[11],"by":[12],"avoiding":[13],"local":[14],"data":[15],"sharing":[16],"with":[17,85],"a":[18,24,32,78,102,150,161],"central":[19,45],"server.":[20,46],"While":[21],"this":[22],"becomes":[23],"major":[25],"advantage":[26],"to":[27,37,67,82,88,134],"client-side":[28],"privacy,":[29],"it":[30],"trade-off":[33],"becoming":[35],"vulnerable":[36],"poisoning":[38,91,154],"attacks":[39,155],"and":[40,117],"malicious":[41,129],"behavior":[42],"As":[47,160],"decentralization":[49],"systems":[51,62,84],"enhances":[52],"security":[53,70],"concerns,":[54],"integrating":[55],"decentralized":[56,79],"defense":[57,80],"for":[58,128],"existing":[60,96],"FL":[61,73,83,97,105],"been":[64],"extensively":[65],"studied":[66],"eliminate":[68],"issues":[71],"systems.":[74],"This":[75],"paper":[76,165],"proposes":[77],"approach":[81],"blockchain":[86],"technology":[87],"overcome":[89],"attack":[92],"without":[93],"affecting":[94],"system's":[98],"performance.":[99],"We":[100],"introduce":[101],"reliable":[103],"blockchain-based":[104],"(BCFL)":[106],"architecture":[107],"in":[108,149],"two":[109,176],"different":[110],"models,":[111],"namely,":[112],"Centralized":[113],"Aggregated":[114],"BCFL":[115,120,145],"(CA-BCFL)":[116],"Fully":[118],"Decentralized":[119],"(FD-BCFL).":[121],"Both":[122],"models":[123],"utilize":[124],"secure":[125],"off-chain":[126],"computations":[127],"mitigation":[130],"as":[131],"an":[132,168],"alternative":[133],"high-cost":[135],"on-chain":[136],"computations.":[137],"Our":[138],"comprehensive":[139],"analysis":[140],"shows":[141],"that":[142,156],"proposed":[144],"architectures":[146],"can":[147],"defend":[148],"similar":[151],"manner":[152],"against":[153],"compromise":[157],"aggregator.":[159],"better":[162],"measure,":[163],"included":[167],"evaluation":[169],"gas":[172],"consumption":[173],"our":[175],"system":[177],"models.":[178]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}