{"id":"https://openalex.org/W4408791485","doi":"https://doi.org/10.1109/access.2025.3554138","title":"Enhanced Privacy and Communication Efficiency in Non-IID Federated Learning With Adaptive Quantization and Differential Privacy","display_name":"Enhanced Privacy and Communication Efficiency in Non-IID Federated Learning With Adaptive Quantization and Differential Privacy","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408791485","doi":"https://doi.org/10.1109/access.2025.3554138"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3554138","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3554138","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3554138","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008235516","display_name":"Emre Ard\u0131\u00e7","orcid":"https://orcid.org/0000-0002-4324-8052"},"institutions":[{"id":"https://openalex.org/I109297418","display_name":"Gebze Technical University","ror":"https://ror.org/01sdnnq10","country_code":"TR","type":"education","lineage":["https://openalex.org/I109297418"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Emre Ard\u0131\u00e7","raw_affiliation_strings":["Department of Computer Engineering, Gebze Technical University, Gebze, Kocaeli, T&#x00FC;rkiye"],"raw_orcid":"https://orcid.org/0000-0002-4324-8052","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Gebze Technical University, Gebze, Kocaeli, T&#x00FC;rkiye","institution_ids":["https://openalex.org/I109297418"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010447124","display_name":"Yakup Gen\u00e7","orcid":"https://orcid.org/0000-0002-6952-6735"},"institutions":[{"id":"https://openalex.org/I109297418","display_name":"Gebze Technical University","ror":"https://ror.org/01sdnnq10","country_code":"TR","type":"education","lineage":["https://openalex.org/I109297418"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Yakup Gen\u00e7","raw_affiliation_strings":["Department of Computer Engineering, Gebze Technical University, Gebze, Kocaeli, T&#x00FC;rkiye"],"raw_orcid":"https://orcid.org/0000-0002-6952-6735","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Gebze Technical University, Gebze, Kocaeli, T&#x00FC;rkiye","institution_ids":["https://openalex.org/I109297418"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I109297418"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":6.98,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.96354691,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"54322","last_page":"54337"},"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9930999875068665,"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/T10964","display_name":"Wireless Communication Security Techniques","score":0.9154999852180481,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/differential-privacy","display_name":"Differential privacy","score":0.833055853843689},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7406373023986816},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4819033443927765},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.4560447037220001},{"id":"https://openalex.org/keywords/privacy-software","display_name":"Privacy software","score":0.44379132986068726},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.36709722876548767},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1457482874393463},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.10834315419197083}],"concepts":[{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.833055853843689},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7406373023986816},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4819033443927765},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.4560447037220001},{"id":"https://openalex.org/C509729295","wikidata":"https://www.wikidata.org/wiki/Q7246032","display_name":"Privacy software","level":3,"score":0.44379132986068726},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.36709722876548767},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1457482874393463},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.10834315419197083}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2025.3554138","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3554138","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2604.23426","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2604.23426","pdf_url":"https://arxiv.org/pdf/2604.23426","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:doaj.org/article:2624050235fb462c9486664112855a4e","is_oa":true,"landing_page_url":"https://doaj.org/article/2624050235fb462c9486664112855a4e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 54322-54337 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3554138","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3554138","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W1496462336","https://openalex.org/W2007339694","https://openalex.org/W2344480160","https://openalex.org/W2473418344","https://openalex.org/W2535838896","https://openalex.org/W2767079719","https://openalex.org/W2807876212","https://openalex.org/W2892046320","https://openalex.org/W2932329902","https://openalex.org/W2964162474","https://openalex.org/W2989289980","https://openalex.org/W3009217644","https://openalex.org/W3013124972","https://openalex.org/W3016632787","https://openalex.org/W3021654819","https://openalex.org/W3108051446","https://openalex.org/W3154335119","https://openalex.org/W3162286130","https://openalex.org/W4315630236","https://openalex.org/W4320018486","https://openalex.org/W4386212679","https://openalex.org/W4387789825","https://openalex.org/W4391640512","https://openalex.org/W4393252606","https://openalex.org/W4401326396","https://openalex.org/W4405183076","https://openalex.org/W6639818217","https://openalex.org/W6728757088","https://openalex.org/W6738460352","https://openalex.org/W6745723224","https://openalex.org/W6746200960","https://openalex.org/W6746720608","https://openalex.org/W6746839373","https://openalex.org/W6747855403","https://openalex.org/W6748019269","https://openalex.org/W6752012617","https://openalex.org/W6754529011","https://openalex.org/W6756680320","https://openalex.org/W6757093123","https://openalex.org/W6759238902","https://openalex.org/W6762803017","https://openalex.org/W6763393573","https://openalex.org/W6767675000","https://openalex.org/W6776320331","https://openalex.org/W6781232731","https://openalex.org/W6787972765","https://openalex.org/W6846998493","https://openalex.org/W6853261327","https://openalex.org/W6866197963","https://openalex.org/W6869792302","https://openalex.org/W6870106148"],"related_works":["https://openalex.org/W2584827882","https://openalex.org/W2528109871","https://openalex.org/W3027166605","https://openalex.org/W3134350841","https://openalex.org/W3136495642","https://openalex.org/W3129454145","https://openalex.org/W3153181207","https://openalex.org/W2110748233","https://openalex.org/W2240244939","https://openalex.org/W3094057321"],"abstract_inverted_index":{"Federated":[0],"learning":[1,7],"(FL)":[2],"is":[3,34,50,63,103],"a":[4,14,20,64,118,131],"distributed":[5],"machine":[6],"method":[8],"where":[9],"multiple":[10],"devices":[11],"collaboratively":[12],"train":[13],"model":[15,73,210],"under":[16],"the":[17,29,35,54,72],"management":[18],"of":[19,28,32,56,67],"central":[21],"server":[22],"without":[23],"sharing":[24],"underlying":[25],"data.":[26],"One":[27],"key":[30],"challenges":[31],"FL":[33,107],"communication":[36,84],"bottleneck":[37],"caused":[38],"by":[39,185],"variations":[40],"in":[41,106],"connection":[42],"speed":[43],"and":[44,83,91,108,120,156,170,194,212],"bandwidth":[45],"across":[46,164],"devices.":[47],"Therefore,":[48],"it":[49],"essential":[51],"to":[52,99,187,196,203],"reduce":[53,181],"size":[55],"transmitted":[57],"data":[58,162,184],"during":[59,77],"training.":[60,78],"Additionally,":[61],"there":[62],"potential":[65],"risk":[66],"exposing":[68],"sensitive":[69],"information":[70],"through":[71,142,150,216],"or":[74],"gradient":[75],"analysis":[76],"To":[79],"address":[80],"both":[81],"privacy":[82,89,111,171,215],"efficiency,":[85],"we":[86],"combine":[87],"differential":[88],"(DP)":[90],"adaptive":[92,178],"quantization":[93,179],"methods.":[94],"We":[95,116,146],"use":[96],"Laplacian-based":[97],"DP":[98],"preserve":[100],"privacy,":[101],"which":[102],"relatively":[104],"underexplored":[105],"offers":[109],"tighter":[110],"guarantees":[112],"than":[113],"Gaussian-based":[114],"DP.":[115,217],"propose":[117],"simple":[119],"efficient":[121],"global":[122],"bit-length":[123,168],"scheduler":[124,133],"using":[125,160],"round-based":[126],"cosine":[127],"annealing,":[128],"along":[129],"with":[130],"client-based":[132],"that":[134,176],"dynamically":[135],"adapts":[136],"based":[137],"on":[138,153],"client":[139,166],"contribution":[140],"estimated":[141],"dataset":[143],"entropy":[144],"analysis.":[145],"evaluate":[147],"our":[148,177],"approach":[149],"extensive":[151],"experiments":[152],"CIFAR10,":[154,193],"MNIST,":[155,190],"medical":[157,199],"imaging":[158,200],"datasets,":[159],"non-IID":[161],"distributions":[163],"varying":[165],"counts,":[167],"schedulers,":[169],"budgets.":[172],"The":[173],"results":[174],"show":[175],"methods":[180],"total":[182],"communicated":[183],"up":[186],"52.64%":[188],"for":[189,192,198],"45.06%":[191],"31%":[195],"37%":[197],"datasets":[201],"compared":[202],"32-bit":[204],"float":[205],"training":[206],"while":[207],"maintaining":[208],"competitive":[209],"accuracy":[211],"ensuring":[213],"robust":[214]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}
