{"id":"https://openalex.org/W4406794023","doi":"https://doi.org/10.1109/tmc.2025.3533591","title":"Accelerating Federated Codistillation via Adaptive Computation Amount at Network Edge","display_name":"Accelerating Federated Codistillation via Adaptive Computation Amount at Network Edge","publication_year":2025,"publication_date":"2025-01-24","ids":{"openalex":"https://openalex.org/W4406794023","doi":"https://doi.org/10.1109/tmc.2025.3533591"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2025.3533591","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2025.3533591","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":true,"oa_status":"green","oa_url":"https://eprints.gla.ac.uk/346366/1/346366.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006976438","display_name":"Zhihao Zeng","orcid":"https://orcid.org/0000-0001-5278-4677"},"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":true,"raw_author_name":"Zhihao Zeng","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/A5100423530","display_name":"Xiaoning Zhang","orcid":"https://orcid.org/0000-0002-7525-553X"},"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":"Xiaoning Zhang","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/A5075889174","display_name":"Yangming Zhao","orcid":"https://orcid.org/0000-0003-4194-3024"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yangming Zhao","raw_affiliation_strings":["School of Computer Science and Technology, University of Science and Technology of China, Hefei, China"],"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"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089174765","display_name":"Ahmed Zoha","orcid":"https://orcid.org/0000-0001-7497-9336"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ahmed Zoha","raw_affiliation_strings":["School of Engineering, University of Glasgow, Glasgow, U.K","School of Engineering, University of Glasgow, UK"],"affiliations":[{"raw_affiliation_string":"School of Engineering, University of Glasgow, Glasgow, U.K","institution_ids":["https://openalex.org/I7882870"]},{"raw_affiliation_string":"School of Engineering, University of Glasgow, UK","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103632480","display_name":"Muhammad Ali Imran","orcid":null},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Muhammad Ali Imran","raw_affiliation_strings":["School of Engineering, University of Glasgow, Glasgow, U.K","School of Engineering, University of Glasgow, UK"],"affiliations":[{"raw_affiliation_string":"School of Engineering, University of Glasgow, Glasgow, U.K","institution_ids":["https://openalex.org/I7882870"]},{"raw_affiliation_string":"School of Engineering, University of Glasgow, UK","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111905427","display_name":"Yan Zhang","orcid":"https://orcid.org/0000-0002-2168-9674"},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Yan Zhang","raw_affiliation_strings":["Department of Informatics, University of Oslo, Oslo, Norway","Department of Informatics, University of Oslo, Norway"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Oslo, Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]},{"raw_affiliation_string":"Department of Informatics, University of Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5006976438"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00512443,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"24","issue":"6","first_page":"5584","last_page":"5597"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.7001000046730042,"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/T10320","display_name":"Neural Networks and Applications","score":0.7001000046730042,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.666700005531311,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.640500009059906,"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":0.8422234654426575},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5071566104888916},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.49639350175857544},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4946889579296112},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.44695010781288147},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.428910493850708},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.23071438074111938},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.23016995191574097},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.14271357655525208},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.138193279504776}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8422234654426575},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5071566104888916},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.49639350175857544},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4946889579296112},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.44695010781288147},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.428910493850708},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.23071438074111938},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.23016995191574097},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.14271357655525208},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.138193279504776}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tmc.2025.3533591","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2025.3533591","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"},{"id":"pmh:oai:eprints.gla.ac.uk:346366","is_oa":true,"landing_page_url":"http://eprints.gla.ac.uk/view/author/70579.html>,","pdf_url":"https://eprints.gla.ac.uk/346366/1/346366.pdf","source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":{"id":"pmh:oai:eprints.gla.ac.uk:346366","is_oa":true,"landing_page_url":"http://eprints.gla.ac.uk/view/author/70579.html>,","pdf_url":"https://eprints.gla.ac.uk/346366/1/346366.pdf","source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406794023.pdf"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W2033178790","https://openalex.org/W2130106291","https://openalex.org/W2158400785","https://openalex.org/W2962949934","https://openalex.org/W2963967579","https://openalex.org/W3009014747","https://openalex.org/W3021654819","https://openalex.org/W3024761859","https://openalex.org/W3084361264","https://openalex.org/W3116579057","https://openalex.org/W3157680283","https://openalex.org/W3183910508","https://openalex.org/W3196371845","https://openalex.org/W3209696639","https://openalex.org/W4200029701","https://openalex.org/W4224227775","https://openalex.org/W4226183928","https://openalex.org/W4255748631","https://openalex.org/W4287332481","https://openalex.org/W4312639476","https://openalex.org/W4313643873","https://openalex.org/W4377293783","https://openalex.org/W4381785874","https://openalex.org/W4383212214","https://openalex.org/W4386243236","https://openalex.org/W4404520595","https://openalex.org/W6638523607","https://openalex.org/W6713134421","https://openalex.org/W6748108687","https://openalex.org/W6752029299","https://openalex.org/W6756756286","https://openalex.org/W6758662331","https://openalex.org/W6759238902","https://openalex.org/W6760214840","https://openalex.org/W6780224944","https://openalex.org/W6796096428","https://openalex.org/W6796484261","https://openalex.org/W6803156910","https://openalex.org/W6840391442","https://openalex.org/W6843195772"],"related_works":["https://openalex.org/W4313339048","https://openalex.org/W3176734149","https://openalex.org/W3201779876","https://openalex.org/W3113627641","https://openalex.org/W3191964704","https://openalex.org/W2918879532","https://openalex.org/W3083220997","https://openalex.org/W2885461866","https://openalex.org/W3162654428","https://openalex.org/W2901937988"],"abstract_inverted_index":{"The":[0,134],"advent":[1],"of":[2,25,48,108,123,144,153,160],"Federated":[3],"Learning":[4],"(FL)":[5],"empowers":[6],"IoT":[7],"devices":[8,109],"to":[9,21,44,86,97,117,167,176],"collectively":[10],"train":[11],"a":[12,56,62,67,93],"shared":[13],"model":[14,29],"without":[15,129],"local":[16],"data":[17],"exposure.":[18],"In":[19,76],"order":[20],"address":[22],"the":[23,32,45,50,99,105,131,142,145,149,158],"issue":[24],"Non-IID":[26],"that":[27],"causes":[28],"performance":[30],"degradation,":[31],"recently":[33],"proposed":[34],"federated":[35,51,88],"codistillation":[36,52],"framework":[37,53],"has":[38],"shown":[39],"great":[40],"potential.":[41],"However,":[42],"due":[43],"system":[46],"heterogeneity":[47],"devices,":[49],"still":[54],"faces":[55],"synchronization":[57,126],"barrier":[58],"issue,":[59],"resulting":[60],"in":[61],"non-negligible":[63],"waiting":[64,127],"time":[65,128],"with":[66],"fixed":[68],"computation":[69,100,137],"amount":[70,138],"(epoch":[71],"or":[72],"batch":[73],"size)":[74],"assigned.":[75],"this":[77],"paper,":[78],"we":[79,91],"propose":[80],"Adaptive":[81],"Computation":[82],"Amount":[83],"Allocation":[84],"(ACAA)":[85],"accelerate":[87,172],"codistillation.":[89],"Specifically,":[90],"leverage":[92],"criterion,":[94],"solution":[95,106],"inexactness,":[96],"quantify":[98],"amount.":[101],"We":[102,155],"dynamically":[103],"adjust":[104],"inexactness":[107],"based":[110],"on":[111],"their":[112],"computing":[113],"power":[114],"and":[115,148],"bandwidth":[116],"enable":[118],"them":[119],"nearly":[120],"simultaneous":[121],"completion":[122],"training,":[124],"reducing":[125],"sacrificing":[130],"training":[132,173],"performance.":[133],"minimum":[135],"required":[136],"is":[139],"determined":[140],"by":[141,174],"coefficient":[143],"distillation":[146],"term":[147],"gradient":[150],"dissimilarity":[151],"bound":[152],"Non-IID.":[154],"theoretically":[156],"analyze":[157],"convergence":[159],"ACAA.":[161],"Extensive":[162],"experiments":[163],"show":[164],"that,":[165],"compared":[166],"benchmark":[168],"algorithms,":[169],"ACAA":[170],"can":[171],"up":[175],"5\u00d7.":[177]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
