{"id":"https://openalex.org/W4408862385","doi":"https://doi.org/10.1109/icce63647.2025.10929843","title":"Enhancing Data Security in Federated Learning with Dilithium","display_name":"Enhancing Data Security in Federated Learning with Dilithium","publication_year":2025,"publication_date":"2025-01-11","ids":{"openalex":"https://openalex.org/W4408862385","doi":"https://doi.org/10.1109/icce63647.2025.10929843"},"language":"en","primary_location":{"id":"doi:10.1109/icce63647.2025.10929843","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce63647.2025.10929843","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5065551998","display_name":"Quoc Bao Phan","orcid":"https://orcid.org/0009-0002-5643-3828"},"institutions":[{"id":"https://openalex.org/I203172682","display_name":"Northern Arizona University","ror":"https://ror.org/0272j5188","country_code":"US","type":"education","lineage":["https://openalex.org/I203172682"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Quoc Bao Phan","raw_affiliation_strings":["School of Informatics, Computing, and Cyber Systems, Northern Arizona University,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics, Computing, and Cyber Systems, Northern Arizona University,USA","institution_ids":["https://openalex.org/I203172682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100689841","display_name":"Hien Thi Thu Nguyen","orcid":"https://orcid.org/0000-0003-4175-0927"},"institutions":[{"id":"https://openalex.org/I203172682","display_name":"Northern Arizona University","ror":"https://ror.org/0272j5188","country_code":"US","type":"education","lineage":["https://openalex.org/I203172682"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hien Nguyen","raw_affiliation_strings":["School of Informatics, Computing, and Cyber Systems, Northern Arizona University,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics, Computing, and Cyber Systems, Northern Arizona University,USA","institution_ids":["https://openalex.org/I203172682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114353772","display_name":"Phap Duong Ngoc","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Phap Duong Ngoc","raw_affiliation_strings":["The University of Danang &#x2013; Vietnam-Korea University of Information and Communication Technology,Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Danang &#x2013; Vietnam-Korea University of Information and Communication Technology,Vietnam","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055619213","display_name":"Tuy Tan Nguyen","orcid":"https://orcid.org/0000-0002-9485-7720"},"institutions":[{"id":"https://openalex.org/I203172682","display_name":"Northern Arizona University","ror":"https://ror.org/0272j5188","country_code":"US","type":"education","lineage":["https://openalex.org/I203172682"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tuy Tan Nguyen","raw_affiliation_strings":["School of Informatics, Computing, and Cyber Systems, Northern Arizona University,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Informatics, Computing, and Cyber Systems, Northern Arizona University,USA","institution_ids":["https://openalex.org/I203172682"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.346,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.90506991,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9904999732971191,"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":0.9904999732971191,"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":0.9794999957084656,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9473000168800354,"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/dilithium","display_name":"Dilithium","score":0.8053033351898193},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6873449683189392},{"id":"https://openalex.org/keywords/data-security","display_name":"Data security","score":0.4199759364128113},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.41243910789489746},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3263368606567383},{"id":"https://openalex.org/keywords/encryption","display_name":"Encryption","score":0.07539379596710205}],"concepts":[{"id":"https://openalex.org/C2775951159","wikidata":"https://www.wikidata.org/wiki/Q1189242","display_name":"Dilithium","level":4,"score":0.8053033351898193},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6873449683189392},{"id":"https://openalex.org/C10511746","wikidata":"https://www.wikidata.org/wiki/Q899388","display_name":"Data security","level":3,"score":0.4199759364128113},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.41243910789489746},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3263368606567383},{"id":"https://openalex.org/C148730421","wikidata":"https://www.wikidata.org/wiki/Q141090","display_name":"Encryption","level":2,"score":0.07539379596710205},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C118629725","wikidata":"https://www.wikidata.org/wiki/Q2686738","display_name":"Deprotonation","level":3,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C145148216","wikidata":"https://www.wikidata.org/wiki/Q36496","display_name":"Ion","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icce63647.2025.10929843","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce63647.2025.10929843","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5335271718","display_name":"CRII: OAC: Cyberinfrastructure for IoT Communications","funder_award_id":"2348464","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":15,"referenced_works":["https://openalex.org/W1965690069","https://openalex.org/W2741654699","https://openalex.org/W2801403117","https://openalex.org/W3174661481","https://openalex.org/W4365420943","https://openalex.org/W4385819523","https://openalex.org/W4386178380","https://openalex.org/W4391547794","https://openalex.org/W4392175735","https://openalex.org/W4392248469","https://openalex.org/W4392309219","https://openalex.org/W4392979507","https://openalex.org/W4396853157","https://openalex.org/W4401386949","https://openalex.org/W4403721600"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3158626348","https://openalex.org/W2950221173","https://openalex.org/W1988497436","https://openalex.org/W2136354148","https://openalex.org/W4240909249","https://openalex.org/W2062077317","https://openalex.org/W1984667502"],"abstract_inverted_index":{"Federated":[0],"learning":[1,10],"(FL)":[2],"enables":[3],"multiple":[4],"parties":[5],"to":[6,27,30,49],"collaboratively":[7],"train":[8],"machine":[9],"models":[11],"while":[12],"preserving":[13],"data":[14,31,51,68],"privacy.":[15],"However,":[16],"securing":[17],"communication":[18,65],"within":[19],"FL":[20,59,130],"frameworks":[21],"remains":[22],"a":[23,39,44,95,116],"significant":[24],"challenge":[25],"due":[26],"potential":[28],"vulnerabilities":[29],"breaches":[32],"and":[33,70,76,94,103,131],"integrity":[34],"attacks.":[35],"This":[36],"paper":[37],"proposes":[38],"novel":[40],"approach":[41,87],"using":[42],"Dilithium,":[43],"robust":[45,64],"digital":[46],"signature":[47],"framework,":[48],"enhance":[50],"security":[52],"in":[53],"FL.":[54,157],"By":[55],"integrating":[56],"Dilithium":[57],"into":[58],"protocols,":[60],"this":[61],"study":[62],"demonstrates":[63],"security,":[66],"preventing":[67],"tampering":[69],"unauthorized":[71],"access,":[72],"thereby":[73],"promoting":[74],"safer":[75],"more":[77],"efficient":[78],"collaborative":[79],"model":[80,145],"training":[81,98],"across":[82],"distributed":[83],"networks.":[84],"Furthermore,":[85],"our":[86,113],"incorporates":[88],"an":[89,147],"optimized":[90],"client":[91],"selection":[92],"algorithm":[93],"parallelized":[96],"GPU-based":[97],"process":[99],"that":[100,112],"reduces":[101],"latency":[102],"ensures":[104],"seamless":[105],"synchronization":[106],"among":[107],"participants.":[108],"Experimental":[109],"results":[110],"demonstrate":[111],"system":[114],"achieves":[115,146],"total":[117],"processing":[118],"time":[119],"of":[120,128,134,149,154],"6.891":[121],"seconds,":[122],"significantly":[123],"outperforming":[124],"the":[125,138,143,152,155],"10.24":[126],"seconds":[127,133],"normal":[129,156],"12.32":[132],"FL-Dilithium":[135],"systems":[136],"on":[137],"same":[139],"computing":[140],"platforms.":[141],"Additionally,":[142],"proposed":[144],"accuracy":[148],"94%,":[150],"surpassing":[151],"93%":[153]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
