{"id":"https://openalex.org/W4402351538","doi":"https://doi.org/10.1109/ijcnn60899.2024.10650519","title":"From Data Integrity to Global ModeI Integrity for Decentralized Federated Learning: A Blockchain-based Approach","display_name":"From Data Integrity to Global ModeI Integrity for Decentralized Federated Learning: A Blockchain-based Approach","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4402351538","doi":"https://doi.org/10.1109/ijcnn60899.2024.10650519"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn60899.2024.10650519","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn60899.2024.10650519","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/conference_contribution/From_Data_Integrity_to_Global_ModeI_Integrity_for_Decentralized_Federated_Learning_A_Blockchain-based_Approach/27237420","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5115694947","display_name":"Na Wang","orcid":"https://orcid.org/0009-0001-5360-8760"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Na Wang","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014898958","display_name":"Yao Zhao","orcid":"https://orcid.org/0000-0002-5870-7370"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Yao Zhao","raw_affiliation_strings":["Deakin University,School of IT,VIC,Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University,School of IT,VIC,Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040772796","display_name":"Youyang Qu","orcid":"https://orcid.org/0000-0002-2944-4647"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youyang Qu","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026963407","display_name":"Lei Cui","orcid":"https://orcid.org/0000-0002-1932-1440"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Cui","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029379953","display_name":"Bai Li","orcid":"https://orcid.org/0000-0003-1975-3742"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bai Li","raw_affiliation_strings":["Zhejiang Tianheng Information Technology Company,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zhejiang Tianheng Information Technology Company,China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012293028","display_name":"Longxiang Gao","orcid":"https://orcid.org/0000-0002-3026-7537"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Longxiang Gao","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9995999932289124,"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"}},{"id":"https://openalex.org/T10237","display_name":"Cryptography and Data Security","score":0.9994999766349792,"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/blockchain","display_name":"Blockchain","score":0.9831978678703308},{"id":"https://openalex.org/keywords/data-integrity","display_name":"Data integrity","score":0.8951497673988342},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6700674891471863},{"id":"https://openalex.org/keywords/structural-integrity","display_name":"Structural integrity","score":0.6269163489341736},{"id":"https://openalex.org/keywords/personal-integrity","display_name":"Personal Integrity","score":0.4737206995487213},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.34829068183898926},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09961593151092529}],"concepts":[{"id":"https://openalex.org/C2779687700","wikidata":"https://www.wikidata.org/wiki/Q20514253","display_name":"Blockchain","level":2,"score":0.9831978678703308},{"id":"https://openalex.org/C33762810","wikidata":"https://www.wikidata.org/wiki/Q461671","display_name":"Data integrity","level":2,"score":0.8951497673988342},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6700674891471863},{"id":"https://openalex.org/C2984185122","wikidata":"https://www.wikidata.org/wiki/Q1309431","display_name":"Structural integrity","level":2,"score":0.6269163489341736},{"id":"https://openalex.org/C2909470241","wikidata":"https://www.wikidata.org/wiki/Q25915498","display_name":"Personal Integrity","level":2,"score":0.4737206995487213},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.34829068183898926},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09961593151092529},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ijcnn60899.2024.10650519","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ijcnn60899.2024.10650519","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:figshare.com:article/27237420","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/From_Data_Integrity_to_Global_ModeI_Integrity_for_Decentralized_Federated_Learning_A_Blockchain-based_Approach/27237420","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference contribution"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/27237420","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/From_Data_Integrity_to_Global_ModeI_Integrity_for_Decentralized_Federated_Learning_A_Blockchain-based_Approach/27237420","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference contribution"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.5199999809265137,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320335581","display_name":"Young Scientists Fund","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2018524855","https://openalex.org/W2040477046","https://openalex.org/W2079493184","https://openalex.org/W2467335260","https://openalex.org/W2912213068","https://openalex.org/W2930871722","https://openalex.org/W2954230588","https://openalex.org/W3025728856","https://openalex.org/W3025850044","https://openalex.org/W3121002773","https://openalex.org/W3122294042","https://openalex.org/W3155912831","https://openalex.org/W3159080474","https://openalex.org/W3206584732","https://openalex.org/W4200222945","https://openalex.org/W4220685868","https://openalex.org/W4220883012","https://openalex.org/W4220949165","https://openalex.org/W4285166735","https://openalex.org/W4285206772","https://openalex.org/W4317796730","https://openalex.org/W4318978799","https://openalex.org/W4319993352","https://openalex.org/W4362714522","https://openalex.org/W4364856260","https://openalex.org/W4391620743","https://openalex.org/W4391854874","https://openalex.org/W4392506975","https://openalex.org/W4401396935"],"related_works":["https://openalex.org/W2963807902","https://openalex.org/W2617376595","https://openalex.org/W2393491534","https://openalex.org/W2369244881","https://openalex.org/W2979203010","https://openalex.org/W4247892098","https://openalex.org/W2770878956","https://openalex.org/W2355722118","https://openalex.org/W2385247775","https://openalex.org/W2152797858"],"abstract_inverted_index":{"Decentralized":[0],"Federated":[1],"Learning":[2],"(DFL)":[3],"is":[4,72,184],"extensively":[5],"applied":[6],"in":[7,39,135],"various":[8,52],"areas,":[9],"e.g.,":[10,32],"healthcare,":[11],"finance,":[12],"and":[13,25,114],"Internet":[14],"of":[15,42,86,102,106,127,163,169,182,190,207],"Things":[16],"(loT),":[17],"offering":[18],"practical":[19],"solutions":[20],"for":[21,98,117,148,156],"distributed":[22],"intelligent":[23],"applications":[24],"data":[26],"collaboration.":[27],"In":[28],"DFL":[29,119],"systems,":[30],"participants,":[31],"edge":[33],"devices,":[34],"organizations,":[35],"or":[36,77],"nodes,":[37],"collaborate":[38],"the":[40,84,99,107,125,128,167,177,188,191,205,208],"training":[41],"a":[43,63,80,142,153],"shared":[44],"global":[45,100,129,143,158,209],"model":[46,68,87,101,130,144,159,210],"by":[47,172],"aggregating":[48],"local":[49],"models":[50],"from":[51],"participants.":[53],"During":[54],"this":[55],"process,":[56],"participants":[57],"need":[58],"to":[59,66,74,83,123,175,186],"communicate":[60],"frequently":[61],"with":[62],"central":[64],"authority/node/server":[65],"share":[67],"parameters.":[69],"Such":[70],"communication":[71],"vulnerable":[73],"malicious":[75],"attacks":[76],"tampering,":[78],"posing":[79],"significant":[81],"threat":[82],"integrity":[85,90,96,109,126,145,170,206],"training.":[88],"The":[89,194],"verification":[91,110,146,171,178],"method":[92,147],"can":[93],"provide":[94],"an":[95,132],"guarantee":[97],"DFL.":[103,136,149],"However,":[104],"most":[105],"existing":[108],"schemes":[111],"are":[112],"centralized":[113],"not":[115,201],"suitable":[116],"resource-constrained":[118],"scenarios.":[120],"Therefore,":[121],"how":[122],"verify":[124],"becomes":[131],"important":[133],"issue":[134],"To":[137],"address":[138],"it,":[139],"we":[140,151],"devise":[141],"Specifically,":[150],"generate":[152],"digital":[154],"signature":[155],"each":[157],"parameter":[160],"as":[161],"proof":[162],"integrity,":[164],"while":[165],"improving":[166],"efficiency":[168],"electing":[173],"delegates":[174],"conduct":[176],"process.":[179],"A":[180],"series":[181],"experiments":[183],"conducted":[185],"validate":[187],"performance":[189],"proposed":[192],"method.":[193],"experimental":[195],"results":[196],"demonstrate":[197],"that":[198],"our":[199],"approach":[200],"only":[202],"effectively":[203],"ensures":[204],"but":[211],"also":[212],"functions":[213],"well":[214],"under":[215],"limited":[216],"resources.":[217]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}