{"id":"https://openalex.org/W4413982344","doi":"https://doi.org/10.1145/3765759","title":"Efficient Client Selection for Asynchronous Federated Learning for Adaptive Bitrate Streaming","display_name":"Efficient Client Selection for Asynchronous Federated Learning for Adaptive Bitrate Streaming","publication_year":2025,"publication_date":"2025-09-04","ids":{"openalex":"https://openalex.org/W4413982344","doi":"https://doi.org/10.1145/3765759"},"language":"en","primary_location":{"id":"doi:10.1145/3765759","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3765759","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3765759","source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3765759","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081035449","display_name":"Yi Jie Wong","orcid":"https://orcid.org/0000-0003-4598-2653"},"institutions":[{"id":"https://openalex.org/I931681460","display_name":"Universiti Tunku Abdul Rahman","ror":"https://ror.org/050pq4m56","country_code":"MY","type":"education","lineage":["https://openalex.org/I931681460"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Yi Jie Wong","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor, Malaysia","Department of Electrical and Electronic Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor 43000, Malaysia"],"raw_orcid":"https://orcid.org/0000-0003-4598-2653","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor, Malaysia","institution_ids":["https://openalex.org/I931681460"]},{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor 43000, Malaysia","institution_ids":["https://openalex.org/I931681460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027435183","display_name":"Mau\u2010Luen Tham","orcid":"https://orcid.org/0000-0003-4600-9839"},"institutions":[{"id":"https://openalex.org/I931681460","display_name":"Universiti Tunku Abdul Rahman","ror":"https://ror.org/050pq4m56","country_code":"MY","type":"education","lineage":["https://openalex.org/I931681460"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mau-Luen Tham","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor, Malaysia","Department of Electrical and Electronic Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor 43000, Malaysia"],"raw_orcid":"https://orcid.org/0000-0003-4600-9839","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor, Malaysia","institution_ids":["https://openalex.org/I931681460"]},{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor 43000, Malaysia","institution_ids":["https://openalex.org/I931681460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005737764","display_name":"Ban-Hoe Kwan","orcid":"https://orcid.org/0000-0001-7094-8612"},"institutions":[{"id":"https://openalex.org/I931681460","display_name":"Universiti Tunku Abdul Rahman","ror":"https://ror.org/050pq4m56","country_code":"MY","type":"education","lineage":["https://openalex.org/I931681460"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Ban-Hoe Kwan","raw_affiliation_strings":["Department of Mechatronics and Biomedical Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor, Malaysia","Department of Mechatronics and Biomedical Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor 43000, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-7094-8612","affiliations":[{"raw_affiliation_string":"Department of Mechatronics and Biomedical Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor, Malaysia","institution_ids":["https://openalex.org/I931681460"]},{"raw_affiliation_string":"Department of Mechatronics and Biomedical Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor 43000, Malaysia","institution_ids":["https://openalex.org/I931681460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041422381","display_name":"Yoong Choon Chang","orcid":"https://orcid.org/0000-0002-4065-1639"},"institutions":[{"id":"https://openalex.org/I931681460","display_name":"Universiti Tunku Abdul Rahman","ror":"https://ror.org/050pq4m56","country_code":"MY","type":"education","lineage":["https://openalex.org/I931681460"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Yoong Choon Chang","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor, Malaysia","Department of Electrical and Electronic Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor 43000, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-4065-1639","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor, Malaysia","institution_ids":["https://openalex.org/I931681460"]},{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Lee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Sungai Long Campus, Selangor 43000, Malaysia","institution_ids":["https://openalex.org/I931681460"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035263631","display_name":"Anissa Mokraoui","orcid":"https://orcid.org/0000-0001-6447-8722"},"institutions":[{"id":"https://openalex.org/I4210091279","display_name":"Universit\u00e9 Sorbonne Paris Nord","ror":"https://ror.org/0199hds37","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210091279"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Anissa Mokraoui","raw_affiliation_strings":["L2TI Laboratory, University Sorbonne Paris Nord, Villetaneuse, France"],"raw_orcid":"https://orcid.org/0000-0001-6447-8722","affiliations":[{"raw_affiliation_string":"L2TI Laboratory, University Sorbonne Paris Nord, Villetaneuse, France","institution_ids":["https://openalex.org/I4210091279"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058400703","display_name":"Feng Ke","orcid":"https://orcid.org/0000-0003-0043-1655"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Ke","raw_affiliation_strings":["School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China","School of Electronic and Information Engineering, South China University of Technology, Guangzhou\u00a0510641,\u00a0China"],"raw_orcid":"https://orcid.org/0000-0003-0043-1655","affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]},{"raw_affiliation_string":"School of Electronic and Information Engineering, South China University of Technology, Guangzhou\u00a0510641,\u00a0China","institution_ids":["https://openalex.org/I90610280"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19939688,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"21","issue":"12","first_page":"1","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11165","display_name":"Image and Video Quality Assessment","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11478","display_name":"Caching and Content Delivery","score":0.9979000091552734,"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"}},{"id":"https://openalex.org/T10741","display_name":"Video Coding and Compression Technologies","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9367226362228394},{"id":"https://openalex.org/keywords/asynchronous-communication","display_name":"Asynchronous communication","score":0.7133354544639587},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5508010983467102},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.48774510622024536},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.384124219417572},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3710002303123474},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.15456444025039673}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9367226362228394},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.7133354544639587},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5508010983467102},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.48774510622024536},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.384124219417572},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3710002303123474},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.15456444025039673}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3765759","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3765759","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3765759","source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-05348964v1","is_oa":false,"landing_page_url":"https://hal.science/hal-05348964","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications and Applications, 2025, pp.626-630. &#x27E8;10.1145/3765759&#x27E9;","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1145/3765759","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3765759","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3765759","source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4300292126","display_name":null,"funder_award_id":"62171188","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/F4320321398","display_name":"Universiti Tunku Abdul Rahman","ror":"https://ror.org/050pq4m56"},{"id":"https://openalex.org/F4320323942","display_name":"Campus France","ror":"https://ror.org/04wtce741"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413982344.pdf","grobid_xml":"https://content.openalex.org/works/W4413982344.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W1972191802","https://openalex.org/W1973482401","https://openalex.org/W1976944900","https://openalex.org/W2077544013","https://openalex.org/W2167407752","https://openalex.org/W2175325787","https://openalex.org/W2294512426","https://openalex.org/W2736492128","https://openalex.org/W2744628735","https://openalex.org/W2746553466","https://openalex.org/W2809811157","https://openalex.org/W2963699234","https://openalex.org/W2965671543","https://openalex.org/W2994785085","https://openalex.org/W3034028080","https://openalex.org/W3047304572","https://openalex.org/W3101359755","https://openalex.org/W3101438820","https://openalex.org/W3123895149","https://openalex.org/W3127133996","https://openalex.org/W3193726135","https://openalex.org/W4226167551","https://openalex.org/W4297687186","https://openalex.org/W4298857966","https://openalex.org/W4310387549","https://openalex.org/W4318619660","https://openalex.org/W4319878086","https://openalex.org/W4321788241","https://openalex.org/W4376480805","https://openalex.org/W4385192346","https://openalex.org/W4386702872","https://openalex.org/W4399941009"],"related_works":["https://openalex.org/W2116677773","https://openalex.org/W2155261584","https://openalex.org/W2584231425","https://openalex.org/W2150611273","https://openalex.org/W4207086172","https://openalex.org/W2042919702","https://openalex.org/W4225981436","https://openalex.org/W2156185805","https://openalex.org/W2770353918","https://openalex.org/W2122502560"],"abstract_inverted_index":{"Recently,":[0],"Deep":[1],"Reinforcement":[2],"Learning":[3,108],"(DRL)":[4],"has":[5],"been":[6],"applied":[7],"to":[8,128,139,147,170,179],"enhance":[9],"the":[10,22,46,71,81,129,134,141,188,219,230,239],"Quality":[11],"of":[12,15,77,112,157,173,212,235],"Experience":[13],"(QoE)":[14],"Adaptive":[16],"Bitrate":[17],"Streaming":[18],"(ABR)":[19],"by":[20,243],"adjusting":[21],"video":[23,51,202],"quality":[24],"level":[25],"in":[26],"real":[27],"time":[28],"based":[29],"on":[30,90],"instantaneous":[31],"network":[32,49,75,91,159,206],"conditions.":[33,160],"To":[34,93,132],"build":[35],"a":[36,99,106,165,197,209],"state-of-the-art":[37],"DRL-based":[38,166],"ABR":[39],"(DRLABR)":[40],"algorithm,":[41],"it":[42],"must":[43],"learn":[44],"from":[45,59],"clients\u2019":[47],"actual":[48],"and":[50,70,123,186,204,226,237],"streaming":[52,213],"behavior.":[53],"However,":[54],"collecting":[55],"such":[56],"data":[57],"directly":[58],"clients":[60,79,116,146],"introduces":[61],"several":[62],"challenges,":[63],"including":[64],"privacy":[65],"concerns,":[66],"high":[67],"bandwidth":[68],"consumption,":[69],"straggler":[72,135],"effect\u2014where":[73],"poor":[74],"conditions":[76],"certain":[78],"delay":[80],"training":[82,101,190,241],"process,":[83],"as":[84],"DRLABR\u2019s":[85],"performance":[86],"is":[87],"highly":[88],"dependent":[89],"interactions.":[92],"overcome":[94],"these":[95],"limitations,":[96],"we":[97,137,163],"propose":[98,138],"decentralized":[100],"approach":[102,195],"for":[103],"DRLABR":[104,120],"using":[105],"Federated":[107],"(FL)":[109],"framework.":[110],"Instead":[111],"gathering":[113],"raw":[114],"data,":[115],"train":[117],"their":[118,149,153],"local":[119],"models":[121],"independently":[122],"send":[124],"only":[125],"model":[126,150,180],"updates":[127,151],"central":[130],"server.":[131],"address":[133],"issue,":[136],"desynchronize":[140],"FL":[142],"update":[143],"rules,":[144],"allowing":[145],"contribute":[148],"at":[152],"own":[154],"pace,":[155],"regardless":[156],"varying":[158],"In":[161],"addition,":[162],"design":[164],"client":[167],"selection":[168],"mechanism":[169],"prevent":[171],"oversampling":[172],"high-bandwidth":[174],"clients,":[175],"which":[176],"could":[177],"lead":[178],"divergence,":[181],"thereby":[182],"ensuring":[183],"balanced":[184],"participation":[185],"improving":[187],"overall":[189],"efficiency.":[191],"We":[192],"validate":[193],"our":[194],"through":[196],"comprehensive":[198],"simulation":[199],"encompassing":[200],"diverse":[201],"content":[203],"real-world":[205],"traces,":[207],"simulating":[208],"wide":[210],"range":[211],"activities.":[214],"Our":[215],"results":[216],"show":[217],"that":[218],"proposed":[220],"framework":[221],"significantly":[222],"outperforms":[223],"conventional":[224],"FedAvg":[225],"FedAsync":[227],"methods,":[228],"achieving":[229],"highest":[231],"average":[232],"QoE":[233],"score":[234],"2.02":[236],"reducing":[238],"total":[240],"latency":[242],"21.26%.":[244]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
