{"id":"https://openalex.org/W4401691891","doi":"https://doi.org/10.1109/tmc.2024.3439588","title":"Learn to Collaborate in MEC: An Adaptive Decentralized Federated Learning Framework","display_name":"Learn to Collaborate in MEC: An Adaptive Decentralized Federated Learning Framework","publication_year":2024,"publication_date":"2024-08-19","ids":{"openalex":"https://openalex.org/W4401691891","doi":"https://doi.org/10.1109/tmc.2024.3439588"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2024.3439588","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3439588","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Mobile Computing","raw_type":"journal-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/A5036560410","display_name":"Yatong Wang","orcid":"https://orcid.org/0000-0001-9887-5224"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yatong Wang","raw_affiliation_strings":["School of Information and Electronics, Beijing Institute of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Electronics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108058685","display_name":"Zhongyi Wen","orcid":"https://orcid.org/0000-0003-4999-3982"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyi Wen","raw_affiliation_strings":["School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023531675","display_name":"Yunjie Li","orcid":"https://orcid.org/0000-0003-3721-0178"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunjie Li","raw_affiliation_strings":["School of Information and Electronics, Beijing Institute of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Electronics, Beijing Institute of Technology, Beijing, China","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000734023","display_name":"Bin Cao","orcid":"https://orcid.org/0000-0001-8839-243X"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Cao","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5036560410"],"corresponding_institution_ids":["https://openalex.org/I125839683"],"apc_list":null,"apc_paid":null,"fwci":7.6616,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.97183701,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"23","issue":"12","first_page":"14071","last_page":"14084"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12028","display_name":"Knowledge Management and Sharing","score":0.7228999733924866,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12028","display_name":"Knowledge Management and Sharing","score":0.7228999733924866,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13276","display_name":"University-Industry-Government Innovation Models","score":0.6843000054359436,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.6632000207901001,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8129526376724243},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.496493399143219},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3358016610145569}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8129526376724243},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.496493399143219},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3358016610145569}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2024.3439588","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3439588","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Mobile Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.46000000834465027,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G4089886350","display_name":null,"funder_award_id":"2024M754090","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G6479958398","display_name":null,"funder_award_id":"GZB20240942","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G7106917570","display_name":null,"funder_award_id":"U22B2006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1972645710","https://openalex.org/W2081346399","https://openalex.org/W2112796928","https://openalex.org/W2120846115","https://openalex.org/W2121821841","https://openalex.org/W2194775991","https://openalex.org/W2604304011","https://openalex.org/W2750384547","https://openalex.org/W2884711234","https://openalex.org/W2964227312","https://openalex.org/W2991236681","https://openalex.org/W3013960924","https://openalex.org/W3084390073","https://openalex.org/W3118608800","https://openalex.org/W3126083338","https://openalex.org/W3155415667","https://openalex.org/W3194291390","https://openalex.org/W3206114081","https://openalex.org/W3210975694","https://openalex.org/W4200504975","https://openalex.org/W4233061323","https://openalex.org/W4251380145","https://openalex.org/W4285168489","https://openalex.org/W4285820523","https://openalex.org/W4312233001","https://openalex.org/W4312582457","https://openalex.org/W4313192747","https://openalex.org/W4381328606","https://openalex.org/W4384028533","https://openalex.org/W4385627407","https://openalex.org/W4388145727","https://openalex.org/W6637373629","https://openalex.org/W6678168664","https://openalex.org/W6728757088","https://openalex.org/W6740154879","https://openalex.org/W6743688258","https://openalex.org/W6747941106","https://openalex.org/W6753209298","https://openalex.org/W6763048141","https://openalex.org/W6787972765","https://openalex.org/W6797867632"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032","https://openalex.org/W2382290278"],"abstract_inverted_index":{"Decentralized":[0],"federated":[1,89],"learning":[2,90,123],"(DFL)":[3],"has":[4],"emerged":[5],"as":[6,147],"a":[7,11,163],"conducive":[8],"paradigm,":[9],"facilitating":[10],"distributed":[12,73],"privacy-preserving":[13],"data":[14],"collaboration":[15,66,99,121,129,154,179],"mode":[16],"in":[17,57,110,153,195],"mobile":[18],"edge":[19],"computing":[20],"(MEC)":[21],"systems":[22],"to":[23,70,96],"bolster":[24],"the":[25,32,37,61,103,106,128,159,170,177,182,189,192],"expansion":[26],"of":[27,63,105,191],"artificial":[28],"intelligence":[29],"applications.":[30],"Nevertheless,":[31],"dynamic":[33],"wireless":[34],"environment":[35],"and":[36,46,76,138,151,162],"heterogeneity":[38],"among":[39],"collaborating":[40],"nodes,":[41],"characterized":[42],"by":[43,126],"skewed":[44],"datasets":[45],"uneven":[47],"capabilities,":[48],"present":[49,116],"substantial":[50],"challenges":[51],"for":[52,79],"efficient":[53,65],"DFL":[54,107],"model":[55,131],"training":[56,108,136],"MEC":[58,112],"systems.":[59,113],"Consequently,":[60],"design":[62],"an":[64,86,117],"strategy":[67,122,130,137,155,180],"becomes":[68],"essential":[69],"facilitate":[71],"practical":[72],"knowledge":[74],"sharing":[75],"cost":[77],"reduction":[78],"MEC.":[80],"In":[81,142],"this":[82],"paper,":[83],"we":[84,115,157],"propose":[85],"adaptive":[87],"decentralized":[88],"framework":[91,161],"that":[92,176],"enables":[93],"heterogeneous":[94],"nodes":[95],"learn":[97],"tailored":[98],"strategies,":[100],"thereby":[101],"maximizing":[102],"efficiency":[104],"process":[109],"collaborative":[111],"Specifically,":[114],"effective":[118],"option":[119,160],"critic-based":[120],"(OCSL)":[124],"mechanism":[125],"decomposing":[127],"into":[132],"two":[133],"sub-strategies:":[134],"local":[135],"resource":[139],"scheduling":[140],"strategy.":[141],"addressing":[143],"inherent":[144],"issues":[145],"such":[146],"large-scale":[148],"action":[149],"space":[150],"overestimation":[152],"learning,":[156],"introduce":[158],"dual":[164],"critic":[165],"network-based":[166],"approximation":[167],"method":[168,194],"within":[169],"OCSL":[171],"design.":[172],"We":[173],"theoretically":[174],"prove":[175],"learned":[178],"achieves":[181],"Nash":[183],"equilibrium.":[184],"Extensive":[185],"numerical":[186],"results":[187],"demonstrate":[188],"effectiveness":[190],"proposed":[193],"comparison":[196],"with":[197],"existing":[198],"baselines.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}