{"id":"https://openalex.org/W3194020564","doi":"https://doi.org/10.1109/jsac.2022.3143259","title":"Efficient Federated Meta-Learning Over Multi-Access Wireless Networks","display_name":"Efficient Federated Meta-Learning Over Multi-Access Wireless Networks","publication_year":2022,"publication_date":"2022-01-14","ids":{"openalex":"https://openalex.org/W3194020564","doi":"https://doi.org/10.1109/jsac.2022.3143259","mag":"3194020564"},"language":"en","primary_location":{"id":"doi:10.1109/jsac.2022.3143259","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2022.3143259","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"is_oa":false,"is_in_doaj":false,"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 Journal on Selected Areas in Communications","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/A5101752867","display_name":"Sheng Yue","orcid":"https://orcid.org/0009-0001-3416-8181"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Yue","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015419107","display_name":"Ju Ren","orcid":"https://orcid.org/0000-0003-2782-183X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ju Ren","raw_affiliation_strings":["Department of Computer Science and Technology, BNRist, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2782-183X","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020416270","display_name":"Jiang Xin","orcid":"https://orcid.org/0000-0003-3727-1288"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiang Xin","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100705648","display_name":"Deyu Zhang","orcid":"https://orcid.org/0000-0002-5676-1285"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Deyu Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-5676-1285","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069049205","display_name":"Yaoxue Zhang","orcid":"https://orcid.org/0000-0001-6717-461X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaoxue Zhang","raw_affiliation_strings":["Department of Computer Science and Technology, BNRist, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, BNRist, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061723765","display_name":"Weihua Zhuang","orcid":"https://orcid.org/0000-0003-0488-511X"},"institutions":[{"id":"https://openalex.org/I151746483","display_name":"University of Waterloo","ror":"https://ror.org/01aff2v68","country_code":"CA","type":"education","lineage":["https://openalex.org/I151746483"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Weihua Zhuang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, ON, Canada"],"raw_orcid":"https://orcid.org/0000-0003-0488-511X","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Waterloo, Waterloo, ON, Canada","institution_ids":["https://openalex.org/I151746483"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.7416,"has_fulltext":false,"cited_by_count":59,"citation_normalized_percentile":{"value":0.97759378,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"40","issue":"5","first_page":"1556","last_page":"1570"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998000264167786,"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":0.9998000264167786,"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9896000027656555,"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"}},{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9837999939918518,"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/computer-science","display_name":"Computer science","score":0.8905718326568604},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5242239236831665},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4780590832233429},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4330601096153259},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3582230508327484},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.2751316428184509}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8905718326568604},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5242239236831665},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4780590832233429},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4330601096153259},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3582230508327484},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.2751316428184509}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jsac.2022.3143259","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jsac.2022.3143259","pdf_url":null,"source":{"id":"https://openalex.org/S90422530","display_name":"IEEE Journal on Selected Areas in Communications","issn_l":"0733-8716","issn":["0733-8716","1558-0008"],"is_oa":false,"is_in_doaj":false,"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 Journal on Selected Areas in Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8799999952316284}],"awards":[{"id":"https://openalex.org/G1624896611","display_name":null,"funder_award_id":"2020JJ2050","funder_id":"https://openalex.org/F4320322843","funder_display_name":"Natural Science Foundation of\u00a0Hunan Province"},{"id":"https://openalex.org/G4066238608","display_name":null,"funder_award_id":"B18059","funder_id":"https://openalex.org/F4320327912","funder_display_name":"Higher Education Discipline Innovation Project"},{"id":"https://openalex.org/G4461067470","display_name":null,"funder_award_id":"62122095","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G485653610","display_name":null,"funder_award_id":"2019YFA0706403","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4936291841","display_name":null,"funder_award_id":"62072472","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8028094890","display_name":null,"funder_award_id":"U19A2067","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/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null},{"id":"https://openalex.org/F4320327912","display_name":"Higher Education Discipline Innovation Project","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W2082011829","https://openalex.org/W2108598243","https://openalex.org/W2541884796","https://openalex.org/W2750384547","https://openalex.org/W2794363191","https://openalex.org/W2798720628","https://openalex.org/W2889292885","https://openalex.org/W2912213068","https://openalex.org/W2944542720","https://openalex.org/W2948261778","https://openalex.org/W2951775809","https://openalex.org/W2963318081","https://openalex.org/W2967557583","https://openalex.org/W2972652285","https://openalex.org/W2976335444","https://openalex.org/W2979359324","https://openalex.org/W2981138228","https://openalex.org/W2982409974","https://openalex.org/W2982464076","https://openalex.org/W2982656930","https://openalex.org/W2994684563","https://openalex.org/W2995022099","https://openalex.org/W2996545246","https://openalex.org/W3006752097","https://openalex.org/W3016083407","https://openalex.org/W3021026170","https://openalex.org/W3028382483","https://openalex.org/W3034666238","https://openalex.org/W3037724881","https://openalex.org/W3045027907","https://openalex.org/W3046056026","https://openalex.org/W3059999910","https://openalex.org/W3089655738","https://openalex.org/W3090615085","https://openalex.org/W3093755649","https://openalex.org/W3099314130","https://openalex.org/W3099980742","https://openalex.org/W3105122387","https://openalex.org/W3109847748","https://openalex.org/W3110962653","https://openalex.org/W3111091895","https://openalex.org/W3111182214","https://openalex.org/W3113075536","https://openalex.org/W3118608800","https://openalex.org/W3120750232","https://openalex.org/W3130806609","https://openalex.org/W3145128584","https://openalex.org/W3156310591","https://openalex.org/W3174142088","https://openalex.org/W3194020564","https://openalex.org/W3206626070","https://openalex.org/W4246219036","https://openalex.org/W4294106961","https://openalex.org/W6728757088","https://openalex.org/W6736057607","https://openalex.org/W6743688258","https://openalex.org/W6762930437","https://openalex.org/W6767067800","https://openalex.org/W6767675000","https://openalex.org/W6768570320","https://openalex.org/W6771652451","https://openalex.org/W6773817997","https://openalex.org/W6778180876","https://openalex.org/W6784336702","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Federated":[0],"meta-learning":[1],"(FML)":[2],"has":[3],"emerged":[4],"as":[5],"a":[6,101,114,149],"promising":[7],"paradigm":[8],"to":[9,55,85,106,124,157,183],"cope":[10],"with":[11,100,136,161,221],"the":[12,40,57,72,80,86,108,127,132,141,159,168,191,211,216],"data":[13],"limitation":[14],"and":[15,32,44,60,93,130,153,213],"heterogeneity":[16],"challenges":[17],"in":[18,66,74,90,120,219],"today\u2019s":[19],"edge":[20],"learning":[21],"arena.":[22],"However,":[23],"its":[24],"performance":[25],"is":[26,53],"often":[27],"limited":[28],"by":[29,145],"slow":[30],"convergence":[31,128],"corresponding":[33],"low":[34],"communication":[35],"efficiency.":[36],"In":[37],"addition,":[38],"since":[39],"available":[41],"radio":[42],"spectrum":[43],"IoT":[45],"devices\u2019":[46],"energy":[47,61,137],"capacity":[48],"are":[49],"usually":[50],"insufficient,":[51],"it":[52],"crucial":[54],"control":[56],"resource":[58,115,154],"allocation":[59,116,155],"consumption":[62],"when":[63],"deploying":[64],"FML":[65,96],"practical":[67],"wireless":[68,122],"networks.":[69],"To":[70],"overcome":[71],"challenges,":[73],"this":[75],"paper,":[76],"we":[77,112,147,165],"rigorously":[78],"analyze":[79],"contribution":[81],"of":[82,171,215],"each":[83,91],"device":[84,103,151],"global":[87],"loss":[88],"reduction":[89],"round":[92],"develop":[94],"an":[95],"algorithm":[97],"(called":[98],"NUFM)":[99],"non-uniform":[102],"selection":[104,152],"scheme":[105],"accelerate":[107],"convergence.":[109],"After":[110],"that,":[111],"formulate":[113],"problem":[117,143,160],"integrating":[118],"NUFM":[119,172],"multi-access":[121],"systems":[123],"jointly":[125],"improve":[126],"rate":[129],"minimize":[131],"wall-clock":[133],"time":[134],"along":[135],"cost.":[138],"By":[139],"deconstructing":[140],"original":[142],"step":[144],"step,":[146],"devise":[148],"joint":[150],"strategy":[156],"solve":[158],"theoretical":[162],"guarantees.":[163],"Further,":[164],"show":[166],"that":[167],"computational":[169],"complexity":[170],"can":[173],"be":[174],"reduced":[175],"from":[176],"<inline-formula":[177,184,194],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[178,185,195],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[179,186,196],"<tex-math":[180,187,197],"notation=\"LaTeX\">$O(d^{2})$":[181],"</tex-math></inline-formula>":[182,189,199],"notation=\"LaTeX\">$O(d)$":[188],"(with":[190],"model":[192],"dimension":[193],"notation=\"LaTeX\">$d$":[198],")":[200],"via":[201],"combining":[202],"two":[203],"first-order":[204],"approximation":[205],"techniques.":[206],"Extensive":[207],"simulation":[208],"results":[209],"demonstrate":[210],"effectiveness":[212],"superiority":[214],"proposed":[217],"methods":[218],"comparison":[220],"existing":[222],"baselines.":[223]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":18},{"year":2022,"cited_by_count":22}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}