{"id":"https://openalex.org/W4402897100","doi":"https://doi.org/10.1109/iwqos61813.2024.10682895","title":"Quantifying the Merits of Network-Assist Online Learning in Optimizing Network Protocols","display_name":"Quantifying the Merits of Network-Assist Online Learning in Optimizing Network Protocols","publication_year":2024,"publication_date":"2024-06-19","ids":{"openalex":"https://openalex.org/W4402897100","doi":"https://doi.org/10.1109/iwqos61813.2024.10682895"},"language":"en","primary_location":{"id":"doi:10.1109/iwqos61813.2024.10682895","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwqos61813.2024.10682895","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE/ACM 32nd International Symposium on Quality of Service (IWQoS)","raw_type":"proceedings-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/A5079056866","display_name":"Xiangxiang Dai","orcid":"https://orcid.org/0000-0003-0179-196X"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiangxiang Dai","raw_affiliation_strings":["The Chinese University of Hong Kong"],"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115467758","display_name":"Zhiyong Wang","orcid":"https://orcid.org/0009-0009-9717-0826"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyong Wang","raw_affiliation_strings":["The Chinese University of Hong Kong"],"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037782215","display_name":"Jiancheng Ye","orcid":"https://orcid.org/0000-0003-4143-8423"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jiancheng Ye","raw_affiliation_strings":["The University of Hong Kong"],"affiliations":[{"raw_affiliation_string":"The University of Hong Kong","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068489266","display_name":"John C. S. Lui","orcid":"https://orcid.org/0000-0001-7466-0384"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"John C.S. Lui","raw_affiliation_strings":["The Chinese University of Hong Kong"],"affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5079056866"],"corresponding_institution_ids":["https://openalex.org/I177725633"],"apc_list":null,"apc_paid":null,"fwci":1.0856,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.79362682,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9660999774932861,"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"}},"topics":[{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9660999774932861,"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":0.786022424697876},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4027811288833618}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.786022424697876},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4027811288833618}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iwqos61813.2024.10682895","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwqos61813.2024.10682895","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE/ACM 32nd International Symposium on Quality of Service (IWQoS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1882177676","https://openalex.org/W2049468127","https://openalex.org/W2146025745","https://openalex.org/W2158733823","https://openalex.org/W2161571887","https://openalex.org/W2168405694","https://openalex.org/W2500726237","https://openalex.org/W2540285146","https://openalex.org/W2790016504","https://openalex.org/W2809811157","https://openalex.org/W2891286892","https://openalex.org/W2921646839","https://openalex.org/W2962925795","https://openalex.org/W2963506504","https://openalex.org/W2963945346","https://openalex.org/W2964245734","https://openalex.org/W2981252175","https://openalex.org/W2994053796","https://openalex.org/W2997029642","https://openalex.org/W3016712945","https://openalex.org/W3046330538","https://openalex.org/W3144454280","https://openalex.org/W3154552531","https://openalex.org/W3187925412","https://openalex.org/W4206530644","https://openalex.org/W4385192344","https://openalex.org/W4386242142","https://openalex.org/W4387544159","https://openalex.org/W6639904974","https://openalex.org/W6674560329","https://openalex.org/W6750761875","https://openalex.org/W6758070570","https://openalex.org/W6790418806","https://openalex.org/W6810717435"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Optimizing":[0],"network":[1,21,31,44,72,84,88,183,187],"protocols":[2,89],"is":[3,46],"crucial":[4],"for":[5],"improving":[6],"application":[7],"performance.":[8,85],"Recent":[9],"research":[10],"works":[11],"use":[12],"multi-armed":[13],"bandit":[14],"(MAB)":[15],"online":[16,68],"learning":[17,69],"methods":[18],"to":[19,25,70,130,177,181],"address":[20],"optimization":[22],"problems,":[23],"aiming":[24],"improve":[26],"cumulative":[27],"payoffs":[28],"such":[29],"as":[30],"throughput.":[32],"However,":[33],"existing":[34],"MAB":[35,106,133],"frameworks":[36],"are":[37,127],"ineffective":[38],"since":[39],"they":[40,49],"inherently":[41],"assume":[42],"the":[43,128,145,166,198],"environment":[45],"static,":[47],"or":[48],"have":[50],"high":[51],"complexity":[52],"in":[53,139,169],"detecting":[54],"environmental":[55,80],"changes.":[56],"In":[57],"this":[58],"work,":[59],"we":[60,126],"advocate":[61],"using":[62],"lightweight":[63],"\"network-assist\"":[64],"techniques":[65],"together":[66],"with":[67],"optimize":[71],"protocols,":[73],"and":[74,82,100,150,190,207],"show":[75],"it":[76],"can":[77,156],"effectively":[78],"detect":[79],"changes":[81],"maximize":[83],"Furthermore,":[86],"optimizing":[87],"often":[90],"face":[91],"two":[92,182],"types":[93],"of":[94,118,148,200],"decision":[95],"(or":[96],"arm)":[97],"spaces:":[98],"discrete":[99,110,149],"continuous":[101,151],"choices,":[102],"while":[103,143],"most":[104],"prior":[105],"models":[107],"only":[108],"handle":[109],"settings.":[111],"This":[112],"paper":[113],"proposes":[114],"a":[115],"framework":[116,134,155,180],"capable":[117],"managing":[119],"both":[120,204],"spaces.":[121,153],"To":[122],"our":[123,179,201],"best":[124],"knowledge,":[125],"first":[129],"develop":[131],"an":[132],"that":[135],"incorporates":[136],"network-assist":[137],"signals":[138],"handling":[140],"dynamic":[141],"environments,":[142],"considering":[144],"distinct":[146],"characteristics":[147],"arm":[152],"Our":[154],"achieve":[157],"optimality":[158],"by":[159],"showing":[160],"its":[161],"sub-linear":[162],"regret":[163],"bound,":[164],"matching":[165],"state-of-the-art":[167],"results":[168],"several":[170],"degenerate":[171],"cases.":[172],"We":[173,196],"also":[174],"illustrate":[175],"how":[176],"apply":[178],"applications:":[184],"(1)":[185],"wireless":[186],"channel":[188],"selection,":[189],"(2)":[191],"rate-based":[192],"TCP":[193],"congestion":[194],"control.":[195],"demonstrate":[197],"merits":[199],"algorithms":[202],"via":[203],"numerical":[205],"simulations":[206],"packet-level":[208],"experiments.":[209]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-14T08:43:22.919905","created_date":"2025-10-10T00:00:00"}