{"id":"https://openalex.org/W3201085012","doi":"https://doi.org/10.1109/tmc.2022.3190260","title":"In-Network Computation for Large-Scale Federated Learning Over Wireless Edge Networks","display_name":"In-Network Computation for Large-Scale Federated Learning Over Wireless Edge Networks","publication_year":2022,"publication_date":"2022-07-15","ids":{"openalex":"https://openalex.org/W3201085012","doi":"https://doi.org/10.1109/tmc.2022.3190260","mag":"3201085012"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2022.3190260","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2022.3190260","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/A5073854333","display_name":"Thinh Quang Dinh","orcid":"https://orcid.org/0000-0001-7956-1510"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Thinh Quang Dinh","raw_affiliation_strings":["School of Electrical and Data Engineering, University of Technology Sydney, Ultimo, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Data Engineering, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100697893","display_name":"Diep N. Nguyen","orcid":"https://orcid.org/0000-0003-2659-8648"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Diep N. Nguyen","raw_affiliation_strings":["School of Electrical and Data Engineering, University of Technology Sydney, Ultimo, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Data Engineering, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007992576","display_name":"Dinh Thai Hoang","orcid":"https://orcid.org/0000-0002-9528-0863"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Dinh Thai Hoang","raw_affiliation_strings":["School of Electrical and Data Engineering, University of Technology Sydney, Ultimo, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Data Engineering, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101475544","display_name":"Tran Vu Pham","orcid":"https://orcid.org/0000-0001-7580-1521"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]},{"id":"https://openalex.org/I47265099","display_name":"Ho Chi Minh City University of Technology","ror":"https://ror.org/04qva2324","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023","https://openalex.org/I47265099"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tran Vu Pham","raw_affiliation_strings":["Ho Chi Minh City University of Technology (HCMUT), VNU-HCM, Ho Chi Minh City, Vietnam"],"affiliations":[{"raw_affiliation_string":"Ho Chi Minh City University of Technology (HCMUT), VNU-HCM, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I47265099","https://openalex.org/I123565023"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063537942","display_name":"Eryk Dutkiewicz","orcid":"https://orcid.org/0000-0002-4268-9286"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Eryk Dutkiewicz","raw_affiliation_strings":["School of Electrical and Data Engineering, University of Technology Sydney, Ultimo, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Data Engineering, University of Technology Sydney, Ultimo, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5073854333"],"corresponding_institution_ids":["https://openalex.org/I114017466"],"apc_list":null,"apc_paid":null,"fwci":3.034,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.92185967,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"22","issue":"10","first_page":"5918","last_page":"5932"},"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8761950731277466},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6080700755119324},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.48421192169189453},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4670860767364502},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4479526877403259},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.4374637007713318},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4327585697174072},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4283781945705414},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4239335358142853},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.3835028409957886},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.2834089994430542},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.17710202932357788},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.12455832958221436}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8761950731277466},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6080700755119324},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.48421192169189453},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4670860767364502},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4479526877403259},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.4374637007713318},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4327585697174072},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4283781945705414},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4239335358142853},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3835028409957886},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.2834089994430542},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.17710202932357788},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.12455832958221436},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2022.3190260","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2022.3190260","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/G8900174045","display_name":null,"funder_award_id":"DE210100651","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320320967","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041"},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W1493893823","https://openalex.org/W1632601927","https://openalex.org/W1686810756","https://openalex.org/W1939652453","https://openalex.org/W1965125844","https://openalex.org/W1999458239","https://openalex.org/W2114827335","https://openalex.org/W2122967269","https://openalex.org/W2139587243","https://openalex.org/W2143021454","https://openalex.org/W2153820245","https://openalex.org/W2170616854","https://openalex.org/W2173213060","https://openalex.org/W2199097987","https://openalex.org/W2541884796","https://openalex.org/W2591324491","https://openalex.org/W2622751957","https://openalex.org/W2774000609","https://openalex.org/W2791432311","https://openalex.org/W2890950736","https://openalex.org/W2902400704","https://openalex.org/W2920095265","https://openalex.org/W2946417913","https://openalex.org/W2962835968","https://openalex.org/W2963318081","https://openalex.org/W2963773265","https://openalex.org/W2963803379","https://openalex.org/W2971229345","https://openalex.org/W2975156709","https://openalex.org/W2981096252","https://openalex.org/W2998851293","https://openalex.org/W2999074226","https://openalex.org/W3004198379","https://openalex.org/W3009116850","https://openalex.org/W3015636663","https://openalex.org/W3038426846","https://openalex.org/W3045638580","https://openalex.org/W3046101409","https://openalex.org/W3047532379","https://openalex.org/W3094368349","https://openalex.org/W3098306969","https://openalex.org/W3102449016","https://openalex.org/W3111852556","https://openalex.org/W3200908089","https://openalex.org/W3208046223","https://openalex.org/W3209859025","https://openalex.org/W3210867668","https://openalex.org/W4318619660","https://openalex.org/W6629380029","https://openalex.org/W6637373629","https://openalex.org/W6681283895","https://openalex.org/W6728757088","https://openalex.org/W6746839373","https://openalex.org/W6751961731","https://openalex.org/W6787021209","https://openalex.org/W6802735458"],"related_works":["https://openalex.org/W2979760315","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W4322761281","https://openalex.org/W2914646191","https://openalex.org/W4238233472","https://openalex.org/W4313339048","https://openalex.org/W2956163139","https://openalex.org/W4386004629","https://openalex.org/W2942586735"],"abstract_inverted_index":{"Most":[0],"conventional":[1],"Federated":[2],"Learning":[3],"(FL)":[4],"models":[5,18],"are":[6],"using":[7],"a":[8,20,24,57,86,94,118,163,187,199],"star":[9,278],"network":[10,60,119],"topology":[11,279],"where":[12],"all":[13],"users":[14],"aggregate":[15],"their":[16],"local":[17],"at":[19,38,69,133,260],"single":[21],"server":[22],"(e.g.,":[23],"cloud":[25,137],"server).":[26],"That":[27],"causes":[28],"significant":[29],"overhead":[30],"in":[31,112],"terms":[32],"of":[33,93,216],"both":[34,107],"communications":[35],"and":[36,109,117,136,166,183,220,252,264],"computing":[37,253],"the":[39,42,65,70,75,79,151,157,173,206,217,222,242,257,261,266,270,277],"server,":[40,71],"delaying":[41],"training":[43,76,224,244],"process,":[44,129],"especially":[45],"for":[46,78,106],"large":[47],"scale":[48],"FL":[49,81,223,243,275],"systems":[50],"with":[51,122,198],"straggling":[52],"nodes.":[53],"This":[54],"article":[55],"proposes":[56],"novel":[58],"edge":[59,134,146,262],"architecture":[61],"that":[62,205],"enables":[63],"decentralizing":[64],"model":[66],"aggregation":[67,100,128,174],"process":[68,101],"thereby":[72],"significantly":[73,248],"reducing":[74],"delay":[77],"whole":[80],"network.":[82],"Specifically,":[83],"we":[84,160,185],"design":[85],"highly-effective":[87],"in-network":[88,99,127],"computation":[89],"framework":[90,236,272],"(INC)":[91],"consisting":[92],"user":[95],"scheduling":[96],"mechanism,":[97],"an":[98],"(INA)":[102],"which":[103,130,192],"is":[104,131],"designed":[105],"primal-":[108],"primal-dual":[110],"methods":[111,143],"distributed":[113,152],"machine":[114,153],"learning":[115,154],"problems,":[116],"routing":[120,165,190],"algorithm":[121,191,208],"theoretical":[123,200],"performance":[124,197],"bounds.":[125],"The":[126,176,233],"implemented":[132],"nodes":[135,263],"node,":[138],"can":[139,193,209,237,273],"adapt":[140],"two":[141],"typical":[142],"to":[144,148,171,180,227,280],"allow":[145],"networks":[147],"effectively":[149],"solve":[150],"problems.":[155],"Under":[156],"proposed":[158,207,234],"INA,":[159],"then":[161],"formulate":[162],"joint":[164],"resource":[167],"optimization":[168],"problem,":[169],"aiming":[170],"minimize":[172],"latency.":[175],"problem":[177],"turns":[178],"out":[179],"be":[181],"NP-hard,":[182],"thus":[184],"propose":[186],"polynomial":[188],"time":[189],"achieve":[194,210],"near":[195],"optimal":[196,218],"bound.":[201],"Simulation":[202],"results":[203],"showed":[204],"more":[211],"than":[212],"99":[213],"<inline-formula><tex-math":[214],"notation=\"LaTeX\">$\\%$</tex-math></inline-formula>":[215],"solution":[219],"reduce":[221,241],"latency,":[225],"up":[226],"5.6":[228],"times":[229],"w.r.t":[230],"other":[231],"baselines.":[232],"INC":[235,271],"not":[238],"only":[239],"help":[240],"latency":[245],"but":[246],"also":[247],"decrease":[249],"cloud's":[250],"traffic":[251],"overhead.":[254],"By":[255],"embedding":[256],"computing/aggregation":[258],"tasks":[259],"leveraging":[265],"multi-layer":[267],"edge-network":[268],"architecture,":[269],"liberate":[274],"from":[276],"enable":[281],"large-scale":[282],"FL.":[283]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}
