{"id":"https://openalex.org/W4327767764","doi":"https://doi.org/10.1109/ccnc51644.2023.10059910","title":"F2MKD: Fog-enabled Federated Learning with Mutual Knowledge Distillation","display_name":"F2MKD: Fog-enabled Federated Learning with Mutual Knowledge Distillation","publication_year":2023,"publication_date":"2023-01-08","ids":{"openalex":"https://openalex.org/W4327767764","doi":"https://doi.org/10.1109/ccnc51644.2023.10059910"},"language":"en","primary_location":{"id":"doi:10.1109/ccnc51644.2023.10059910","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51644.2023.10059910","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th Consumer Communications & Networking Conference (CCNC)","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/A5020963271","display_name":"Yusuke Yamasaki","orcid":"https://orcid.org/0000-0002-3326-9300"},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Yusuke Yamasaki","raw_affiliation_strings":["Graduate School of Information Science and Technology, The University of Tokyo,Tokyo,Japan","Graduate School of Information Science and Technology, The University of Tokyo, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science and Technology, The University of Tokyo,Tokyo,Japan","institution_ids":["https://openalex.org/I74801974"]},{"raw_affiliation_string":"Graduate School of Information Science and Technology, The University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I74801974"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031424624","display_name":"Hideki Takase","orcid":"https://orcid.org/0000-0002-2660-5927"},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hideki Takase","raw_affiliation_strings":["Graduate School of Information Science and Technology, The University of Tokyo,Tokyo,Japan","Graduate School of Information Science and Technology, The University of Tokyo, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"Graduate School of Information Science and Technology, The University of Tokyo,Tokyo,Japan","institution_ids":["https://openalex.org/I74801974"]},{"raw_affiliation_string":"Graduate School of Information Science and Technology, The University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I74801974"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5020963271"],"corresponding_institution_ids":["https://openalex.org/I74801974"],"apc_list":null,"apc_paid":null,"fwci":1.0461,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.80495541,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"682","last_page":"683"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9836999773979187,"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/server","display_name":"Server","score":0.8262230157852173},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.8040823340415955},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.803020715713501},{"id":"https://openalex.org/keywords/confidentiality","display_name":"Confidentiality","score":0.5623159408569336},{"id":"https://openalex.org/keywords/fog-computing","display_name":"Fog computing","score":0.5225898027420044},{"id":"https://openalex.org/keywords/collaborative-learning","display_name":"Collaborative learning","score":0.41759756207466125},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.40222012996673584},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.22999444603919983},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.18946385383605957},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.164494127035141},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.07574284076690674}],"concepts":[{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.8262230157852173},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.8040823340415955},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.803020715713501},{"id":"https://openalex.org/C71745522","wikidata":"https://www.wikidata.org/wiki/Q2476929","display_name":"Confidentiality","level":2,"score":0.5623159408569336},{"id":"https://openalex.org/C2986652147","wikidata":"https://www.wikidata.org/wiki/Q21809931","display_name":"Fog computing","level":3,"score":0.5225898027420044},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.41759756207466125},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.40222012996673584},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.22999444603919983},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.18946385383605957},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.164494127035141},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.07574284076690674}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccnc51644.2023.10059910","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc51644.2023.10059910","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 20th Consumer Communications & Networking Conference (CCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.44999998807907104,"display_name":"Partnerships for the goals","id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2620998106","https://openalex.org/W2995022099","https://openalex.org/W3021654819","https://openalex.org/W3039612675","https://openalex.org/W4287332481","https://openalex.org/W4297060071","https://openalex.org/W4318619660","https://openalex.org/W6728757088","https://openalex.org/W6780534440","https://openalex.org/W6781175393","https://openalex.org/W6790230083"],"related_works":["https://openalex.org/W4387497383","https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2935909890","https://openalex.org/W2778153218","https://openalex.org/W2758277628","https://openalex.org/W1531601525","https://openalex.org/W2091483479"],"abstract_inverted_index":{"Federated":[0],"learning":[1,46],"(FL)":[2],"is":[3,69,98],"a":[4,20,39],"promising":[5],"technology":[6],"for":[7,24,91],"achieving":[8],"privacy-preserving":[9],"distributed":[10,94],"learning.":[11,95],"Although":[12],"most":[13],"existing":[14],"studies":[15],"on":[16],"FL":[17,41],"have":[18],"provided":[19],"single":[21,29],"global":[22],"model":[23,30],"all":[25],"clients,":[26],"the":[27,54,70,74,82,88],"resulting":[28],"cannot":[31],"handle":[32],"heterogeneous":[33],"local":[34],"environments.":[35],"Therefore,":[36],"we":[37],"propose":[38],"novel":[40],"framework":[42],"called":[43],"fog-enabled":[44],"federated":[45],"with":[47],"mutual":[48],"knowledge":[49],"distillation":[50],"(F2MKD),":[51],"in":[52],"which":[53],"server":[55],"and":[56],"each":[57],"client":[58],"are":[59],"ascribed":[60],"to":[61],"distinctive":[62],"models.":[63],"The":[64,96],"remarkable":[65],"feature":[66],"of":[67],"F2MKD":[68],"data":[71,79],"collection":[72],"at":[73,100],"fog":[75,83],"servers":[76],"while":[77],"ensuring":[78],"confidentiality":[80],"among":[81],"servers.":[84],"This":[85],"study":[86],"paves":[87],"new":[89],"way":[90],"client-friendly,":[92],"collaborative":[93],"code":[97],"available":[99],"https://github.com/d3-ai/F2MKD.":[101]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}