{"id":"https://openalex.org/W4392449742","doi":"https://doi.org/10.1109/tmc.2024.3373506","title":"Peaches: Personalized Federated Learning With Neural Architecture Search in Edge Computing","display_name":"Peaches: Personalized Federated Learning With Neural Architecture Search in Edge Computing","publication_year":2024,"publication_date":"2024-03-05","ids":{"openalex":"https://openalex.org/W4392449742","doi":"https://doi.org/10.1109/tmc.2024.3373506"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2024.3373506","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3373506","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/A5102752591","display_name":"Jiaming Yan","orcid":"https://orcid.org/0000-0001-9746-1038"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaming Yan","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, China","School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0001-9746-1038","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071164333","display_name":"Jianchun Liu","orcid":"https://orcid.org/0000-0002-1764-9303"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianchun Liu","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China","School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China"],"raw_orcid":"https://orcid.org/0000-0002-1764-9303","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I308837"]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063184427","display_name":"Hongli Xu","orcid":"https://orcid.org/0000-0003-3831-4577"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongli Xu","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, China","School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0003-3831-4577","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101804657","display_name":"Zhiyuan Wang","orcid":"https://orcid.org/0000-0002-5368-1132"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I308837","display_name":"Suzhou University of Science and Technology","ror":"https://ror.org/04en8wb91","country_code":"CN","type":"education","lineage":["https://openalex.org/I308837"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyuan Wang","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, China","School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China"],"raw_orcid":"https://orcid.org/0000-0002-5368-1132","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"School of Computer Science and Technology, University of Science and Technology of China, Hefei, Anhui, China","institution_ids":["https://openalex.org/I126520041"]},{"raw_affiliation_string":"Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangsu, China","institution_ids":["https://openalex.org/I308837"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100728176","display_name":"Chunming Qiao","orcid":"https://orcid.org/0000-0002-4679-6572"},"institutions":[{"id":"https://openalex.org/I63190737","display_name":"University at Buffalo, State University of New York","ror":"https://ror.org/01y64my43","country_code":"US","type":"education","lineage":["https://openalex.org/I63190737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chunming Qiao","raw_affiliation_strings":["Department of Computer Science and Engineering, University at Buffalo, Buffalo, NY, USA"],"raw_orcid":"https://orcid.org/0000-0002-4679-6572","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, University at Buffalo, Buffalo, NY, USA","institution_ids":["https://openalex.org/I63190737"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.6347,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.93365904,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"23","issue":"11","first_page":"10296","last_page":"10312"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.975600004196167,"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":0.975600004196167,"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":0.8923352956771851},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.6100714802742004},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5972915887832642},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.4763239324092865},{"id":"https://openalex.org/keywords/ubiquitous-computing","display_name":"Ubiquitous computing","score":0.45707306265830994},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41129350662231445},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4086364805698395},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4062393605709076},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.35975638031959534},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35460221767425537},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.33011722564697266},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3191085457801819}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8923352956771851},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.6100714802742004},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5972915887832642},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4763239324092865},{"id":"https://openalex.org/C172195944","wikidata":"https://www.wikidata.org/wiki/Q541265","display_name":"Ubiquitous computing","level":2,"score":0.45707306265830994},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41129350662231445},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4086364805698395},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4062393605709076},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.35975638031959534},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35460221767425537},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.33011722564697266},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3191085457801819},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2024.3373506","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3373506","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":[],"awards":[{"id":"https://openalex.org/G3301288343","display_name":"\u8fb9\u7f18\u667a\u80fd\u67b6\u6784\u4e2d\u8d44\u6e90\u4f18\u5316\u5206\u914d\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"61936015","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G645416012","display_name":null,"funder_award_id":"62132019","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":75,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1686810756","https://openalex.org/W2117539524","https://openalex.org/W2194775991","https://openalex.org/W2556556320","https://openalex.org/W2618530766","https://openalex.org/W2900319533","https://openalex.org/W2946547492","https://openalex.org/W2951104886","https://openalex.org/W2960010704","https://openalex.org/W2963163009","https://openalex.org/W2963446712","https://openalex.org/W2964081807","https://openalex.org/W2980216952","https://openalex.org/W2990789643","https://openalex.org/W3017371741","https://openalex.org/W3021654819","https://openalex.org/W3034309359","https://openalex.org/W3034906194","https://openalex.org/W3048121440","https://openalex.org/W3089578458","https://openalex.org/W3090393599","https://openalex.org/W3118608800","https://openalex.org/W3119381431","https://openalex.org/W3155963862","https://openalex.org/W3184784968","https://openalex.org/W3187356235","https://openalex.org/W3202972745","https://openalex.org/W4206320562","https://openalex.org/W4206410067","https://openalex.org/W4210582229","https://openalex.org/W4226257724","https://openalex.org/W4283454263","https://openalex.org/W4285234583","https://openalex.org/W4285302300","https://openalex.org/W4287326337","https://openalex.org/W4287906413","https://openalex.org/W4289147229","https://openalex.org/W4289546285","https://openalex.org/W4289869659","https://openalex.org/W4297799876","https://openalex.org/W4306178637","https://openalex.org/W4376473493","https://openalex.org/W4385819638","https://openalex.org/W4386245173","https://openalex.org/W4386737044","https://openalex.org/W4388430401","https://openalex.org/W6631190155","https://openalex.org/W6637373629","https://openalex.org/W6728757088","https://openalex.org/W6734593296","https://openalex.org/W6736057607","https://openalex.org/W6738383168","https://openalex.org/W6752515464","https://openalex.org/W6755829780","https://openalex.org/W6756756286","https://openalex.org/W6762718338","https://openalex.org/W6766225098","https://openalex.org/W6766978945","https://openalex.org/W6768632158","https://openalex.org/W6770590064","https://openalex.org/W6772318479","https://openalex.org/W6776380691","https://openalex.org/W6780897730","https://openalex.org/W6781891088","https://openalex.org/W6783533280","https://openalex.org/W6787972765","https://openalex.org/W6790936303","https://openalex.org/W6791347023","https://openalex.org/W6791407277","https://openalex.org/W6795916790","https://openalex.org/W6809981205","https://openalex.org/W6811345892","https://openalex.org/W6839209100","https://openalex.org/W6842749662"],"related_works":["https://openalex.org/W4244076636","https://openalex.org/W2399184610","https://openalex.org/W4230176027","https://openalex.org/W4324372666","https://openalex.org/W2979760315","https://openalex.org/W4225706866","https://openalex.org/W2038503502","https://openalex.org/W2914646191","https://openalex.org/W4386004629","https://openalex.org/W2942586735"],"abstract_inverted_index":{"In":[0,80,230],"edge":[1],"computing":[2,228],"(EC),":[3],"federated":[4,104],"learning":[5],"(FL)":[6],"enables":[7],"numerous":[8],"distributed":[9],"devices":[10],"(or":[11],"workers)":[12],"to":[13,64,82,95,132,167,181,198,207,240,275],"collaboratively":[14],"train":[15],"AI":[16],"models":[17],"without":[18],"exposing":[19],"their":[20],"local":[21,41,145,184],"data.":[22,185],"Most":[23],"works":[24],"of":[25,112,147,190,219,249,270],"FL":[26,94],"adopt":[27],"a":[28,67,124],"predefined":[29,49],"architecture":[30,50,69,87,98],"on":[31,202,226],"all":[32,165,195],"participating":[33],"workers":[34,166],"for":[35,57,70,178,222],"model":[36,146],"training.":[37],"However,":[38],"since":[39],"workers'":[40],"data":[42,210],"distributions":[43],"vary":[44],"heavily":[45],"in":[46,93,138],"EC,":[47],"the":[48,54,97,102,110,139,144,159,169,173,183,188,199,203,209,216,235,242,247,257,281],"may":[51],"not":[52],"be":[53],"optimal":[55,217],"choice":[56],"every":[58],"worker.":[59],"It":[60],"is":[61,150,162,176],"also":[62],"unrealistic":[63],"manually":[65],"design":[66,99],"high-performance":[68],"each":[71,148,179,223],"worker,":[72],"which":[73],"requires":[74],"intense":[75],"human":[76],"expertise":[77],"and":[78,115,136,155,172,211,256,273],"effort.":[79],"order":[81],"tackle":[83],"this":[84,120],"challenge,":[85],"neural":[86],"search":[88,236],"(NAS)":[89],"has":[90],"been":[91],"applied":[92],"automate":[96],"process.":[100],"Unfortunately,":[101],"existing":[103],"NAS":[105],"frameworks":[106],"often":[107],"suffer":[108],"from":[109],"difficulties":[111],"system":[113,212],"heterogeneity":[114],"resource":[116,243],"limitation.":[117],"To":[118],"remedy":[119],"problem,":[121],"we":[122,214,232],"present":[123],"novel":[125],"framework,":[126],"termed":[127],"<sc":[128,250,261],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[129,251,262],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">Peaches</small>":[130,252,263],",":[131],"achieve":[133,265],"efficient":[134],"searching":[135],"training":[137,239],"resource-constrained":[140],"EC":[141],"system.":[142],"Specifically,":[143],"worker":[149,180,224],"stacked":[151],"by":[152,164,194],"base":[153,160,191],"cell":[154,161,175],"personal":[156,174,220],"cell,":[157],"where":[158],"shared":[163,193],"capture":[168],"common":[170],"knowledge":[171],"customized":[177],"fit":[182],"We":[186,245],"determine":[187],"number":[189,218],"cells,":[192],"workers,":[196],"according":[197],"bandwidth":[200],"budget":[201],"parameters":[204],"server.":[205],"Besides,":[206],"relieve":[208],"heterogeneity,":[213],"find":[215],"cells":[221],"based":[225],"its":[227],"capability.":[229],"addition,":[231],"gradually":[233],"prune":[234],"space":[237],"during":[238],"mitigate":[241],"consumption.":[244],"evaluate":[246],"performance":[248],"through":[253],"extensive":[254],"experiments,":[255],"results":[258],"show":[259],"that":[260],"can":[264],"an":[266],"average":[267],"accuracy":[268],"improvement":[269],"about":[271],"6.29%":[272],"up":[274,278],"3.97\u00d7":[276],"speed":[277],"compared":[279],"with":[280],"baselines.":[282]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":4}],"updated_date":"2026-07-25T09:21:30.201066","created_date":"2025-10-10T00:00:00"}
