{"id":"https://openalex.org/W4290991029","doi":"https://doi.org/10.1145/3544216.3544248","title":"DeepQueueNet","display_name":"DeepQueueNet","publication_year":2022,"publication_date":"2022-08-11","ids":{"openalex":"https://openalex.org/W4290991029","doi":"https://doi.org/10.1145/3544216.3544248"},"language":"en","primary_location":{"id":"doi:10.1145/3544216.3544248","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3544216.3544248","pdf_url":"https://dl.acm.org/action/downloadSupplement?doi=10.1145%2F3544216.3544248&file=p441-yang-supp.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM SIGCOMM 2022 Conference","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/action/downloadSupplement?doi=10.1145%2F3544216.3544248&file=p441-yang-supp.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015819576","display_name":"Qingqing Yang","orcid":"https://orcid.org/0000-0002-5829-5863"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qingqing Yang","raw_affiliation_strings":["Huawei Theory Lab"],"affiliations":[{"raw_affiliation_string":"Huawei Theory Lab","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062468447","display_name":"Xi Peng","orcid":"https://orcid.org/0000-0002-8912-3351"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Peng","raw_affiliation_strings":["Huawei Theory Lab"],"affiliations":[{"raw_affiliation_string":"Huawei Theory Lab","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100379245","display_name":"Li Chen","orcid":"https://orcid.org/0000-0002-4228-7885"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li Chen","raw_affiliation_strings":["Zhongguancun Laboratory"],"affiliations":[{"raw_affiliation_string":"Zhongguancun Laboratory","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100644188","display_name":"Libin Liu","orcid":"https://orcid.org/0000-0002-2718-8483"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Libin Liu","raw_affiliation_strings":["Shandong Computer Science Center"],"affiliations":[{"raw_affiliation_string":"Shandong Computer Science Center","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102956477","display_name":"Jingze Zhang","orcid":"https://orcid.org/0000-0002-2125-1330"},"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":"Jingze Zhang","raw_affiliation_strings":["Chinese University of Hong Kong"],"affiliations":[{"raw_affiliation_string":"Chinese University of Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022420830","display_name":"Hong Xu","orcid":"https://orcid.org/0000-0002-9359-9571"},"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":"Hong Xu","raw_affiliation_strings":["Chinese University of Hong Kong"],"affiliations":[{"raw_affiliation_string":"Chinese University of Hong Kong","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083596391","display_name":"Baochun Li","orcid":"https://orcid.org/0000-0003-2404-0974"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Baochun Li","raw_affiliation_strings":["University of Toronto"],"affiliations":[{"raw_affiliation_string":"University of Toronto","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100368312","display_name":"Gong Zhang","orcid":"https://orcid.org/0000-0003-0283-7050"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gong Zhang","raw_affiliation_strings":["Huawei Theory Lab"],"affiliations":[{"raw_affiliation_string":"Huawei Theory Lab","institution_ids":["https://openalex.org/I2250955327"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5015819576"],"corresponding_institution_ids":["https://openalex.org/I2250955327"],"apc_list":null,"apc_paid":null,"fwci":4.5559,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.9493983,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"441","last_page":"457"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10138","display_name":"Network Traffic and Congestion Control","score":0.9993000030517578,"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.9993000030517578,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.998199999332428,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9883999824523926,"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":0.8062174916267395},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7956230640411377},{"id":"https://openalex.org/keywords/discrete-event-simulation","display_name":"Discrete event simulation","score":0.5644349455833435},{"id":"https://openalex.org/keywords/estimator","display_name":"Estimator","score":0.5409044623374939},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.5387313365936279},{"id":"https://openalex.org/keywords/visibility","display_name":"Visibility","score":0.5168881416320801},{"id":"https://openalex.org/keywords/network-topology","display_name":"Network topology","score":0.5081791877746582},{"id":"https://openalex.org/keywords/queueing-theory","display_name":"Queueing theory","score":0.4962683320045471},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4850406050682068},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38576847314834595},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.363070011138916},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.20023202896118164},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.16599765419960022},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.16472628712654114}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8062174916267395},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7956230640411377},{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.5644349455833435},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.5409044623374939},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.5387313365936279},{"id":"https://openalex.org/C123403432","wikidata":"https://www.wikidata.org/wiki/Q654068","display_name":"Visibility","level":2,"score":0.5168881416320801},{"id":"https://openalex.org/C199845137","wikidata":"https://www.wikidata.org/wiki/Q145490","display_name":"Network topology","level":2,"score":0.5081791877746582},{"id":"https://openalex.org/C22684755","wikidata":"https://www.wikidata.org/wiki/Q847526","display_name":"Queueing theory","level":2,"score":0.4962683320045471},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4850406050682068},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38576847314834595},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.363070011138916},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.20023202896118164},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.16599765419960022},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.16472628712654114},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3544216.3544248","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3544216.3544248","pdf_url":"https://dl.acm.org/action/downloadSupplement?doi=10.1145%2F3544216.3544248&file=p441-yang-supp.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM SIGCOMM 2022 Conference","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3544216.3544248","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3544216.3544248","pdf_url":"https://dl.acm.org/action/downloadSupplement?doi=10.1145%2F3544216.3544248&file=p441-yang-supp.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM SIGCOMM 2022 Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1162484596","display_name":null,"funder_award_id":"4055138, 4937007, 4937008, 5501329, 5501517","funder_id":"https://openalex.org/F4320322942","funder_display_name":"Chinese University of Hong Kong"},{"id":"https://openalex.org/G7327042973","display_name":null,"funder_award_id":"61802233","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/F4320322942","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4290991029.pdf","grobid_xml":"https://content.openalex.org/works/W4290991029.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W101054572","https://openalex.org/W633278723","https://openalex.org/W1202151019","https://openalex.org/W1481170590","https://openalex.org/W1563697767","https://openalex.org/W1707129017","https://openalex.org/W1822049871","https://openalex.org/W1841750659","https://openalex.org/W1923594657","https://openalex.org/W1969737810","https://openalex.org/W1996926902","https://openalex.org/W2000321463","https://openalex.org/W2002998534","https://openalex.org/W2007309295","https://openalex.org/W2020634547","https://openalex.org/W2039913599","https://openalex.org/W2044775737","https://openalex.org/W2050297469","https://openalex.org/W2116261113","https://openalex.org/W2140339619","https://openalex.org/W2147206873","https://openalex.org/W2169131210","https://openalex.org/W2517617279","https://openalex.org/W2626696598","https://openalex.org/W2740924709","https://openalex.org/W2788730650","https://openalex.org/W2885195348","https://openalex.org/W2913856657","https://openalex.org/W2923091270","https://openalex.org/W2965211237","https://openalex.org/W2977973695","https://openalex.org/W2998280327","https://openalex.org/W3105771448","https://openalex.org/W3106379731","https://openalex.org/W3157999218","https://openalex.org/W3191948309","https://openalex.org/W3193193041","https://openalex.org/W4240440461","https://openalex.org/W4256266878","https://openalex.org/W4287182548","https://openalex.org/W4389739628","https://openalex.org/W6684631857","https://openalex.org/W6760957295"],"related_works":["https://openalex.org/W3152436111","https://openalex.org/W2136392782","https://openalex.org/W4230481896","https://openalex.org/W1991553621","https://openalex.org/W53657248","https://openalex.org/W2797123356","https://openalex.org/W4251418304","https://openalex.org/W1568460953","https://openalex.org/W2967610137","https://openalex.org/W147520506"],"abstract_inverted_index":{"Network":[0],"simulators":[1,24],"are":[2,25,47,117],"an":[3],"essential":[4],"tool":[5],"for":[6,165],"network":[7],"operators,":[8],"and":[9,20,32,68,80,107,134,138,161,167],"can":[10],"assist":[11],"important":[12],"tasks":[13],"such":[14],"as":[15,55],"capacity":[16],"planning,":[17],"topology":[18,137],"design,":[19],"parameter":[21],"tuning.":[22],"Popular":[23],"all":[26,179],"based":[27],"on":[28],"discrete":[29,86],"event":[30,87],"simulation,":[31],"their":[33,65],"performance":[34,176],"does":[35],"not":[36],"scale":[37],"with":[38,58,85],"the":[39,51,110,157],"size":[40],"of":[41,104,132,159],"modern":[42,105],"networks.":[43],"Recently,":[44],"deep-learning-based":[45],"techniques":[46,84],"introduced":[48],"to":[49,71,89],"solve":[50],"scalability":[52],"problem,":[53],"but,":[54],"we":[56,77],"show":[57,150],"experiments,":[59],"they":[60],"have":[61],"poor":[62],"visibility":[63],"in":[64,156,178],"simulation":[66,83,88],"results,":[67],"cannot":[69],"generalize":[70],"diverse":[72],"scenarios.":[73,180],"In":[74],"this":[75],"work,":[76],"combine":[78],"scalable":[79],"generalized":[81],"continuous":[82],"achieve":[90],"high":[91],"scalability,":[92],"while":[93],"providing":[94],"packet-level":[95],"visibility.":[96],"We":[97],"start":[98],"from":[99],"a":[100],"solid":[101],"queueing-theoretic":[102],"modeling":[103],"networks,":[106,133],"carefully":[108],"identify":[109],"mathematically-intractable":[111],"or":[112],"computationally-expensive":[113],"parts,":[114],"only":[115],"which":[116],"then":[118],"modeled":[119],"using":[120],"deep":[121],"neural":[122],"networks":[123],"(DNN).":[124],"Dubbed":[125],"DeepQueueNet,":[126],"our":[127],"approach":[128],"combines":[129],"prior":[130],"knowledge":[131],"supports":[135],"arbitrary":[136],"device":[139],"traffic":[140],"management":[141],"mechanisms":[142],"(given":[143],"sufficient":[144],"training":[145],"data).":[146],"Our":[147],"extensive":[148],"experiments":[149],"that":[151],"DeepQueueNet":[152],"achieves":[153],"near-linear":[154],"speedup":[155],"number":[158],"GPUs,":[160],"its":[162],"estimation":[163],"accuracy":[164],"average":[166],"99th":[168],"percentile":[169],"round-trip":[170],"time":[171],"outperforms":[172],"existing":[173],"end-to-end":[174],"DNN-based":[175],"estimators":[177]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":10}],"updated_date":"2026-03-16T09:10:04.655348","created_date":"2022-08-13T00:00:00"}