{"id":"https://openalex.org/W4367360702","doi":"https://doi.org/10.1109/tnet.2023.3267168","title":"Collaborative Learning-Based Scheduling for <i>Kubernetes</i>-Oriented Edge-Cloud Network","display_name":"Collaborative Learning-Based Scheduling for <i>Kubernetes</i>-Oriented Edge-Cloud Network","publication_year":2023,"publication_date":"2023-04-28","ids":{"openalex":"https://openalex.org/W4367360702","doi":"https://doi.org/10.1109/tnet.2023.3267168"},"language":"en","primary_location":{"id":"doi:10.1109/tnet.2023.3267168","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnet.2023.3267168","pdf_url":null,"source":{"id":"https://openalex.org/S62238642","display_name":"IEEE/ACM Transactions on Networking","issn_l":"1063-6692","issn":["1063-6692","1558-2566"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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/ACM Transactions on Networking","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2305.05935","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053962492","display_name":"Shihao Shen","orcid":"https://orcid.org/0000-0003-1012-1028"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shihao Shen","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0003-1012-1028","affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046729396","display_name":"Yiwen Han","orcid":"https://orcid.org/0000-0001-6124-4701"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiwen Han","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0001-6124-4701","affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100363470","display_name":"Xiaofei Wang","orcid":"https://orcid.org/0000-0002-7223-1030"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofei Wang","raw_affiliation_strings":["College of Intelligence and Computing, Tianjin University, Tianjin, China"],"raw_orcid":"https://orcid.org/0000-0002-7223-1030","affiliations":[{"raw_affiliation_string":"College of Intelligence and Computing, Tianjin University, Tianjin, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100443968","display_name":"Shiqiang Wang","orcid":"https://orcid.org/0000-0003-2090-5512"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shiqiang Wang","raw_affiliation_strings":["IBM T. J. Watson Research Center, Yorktown Heights, NY, USA"],"raw_orcid":"https://orcid.org/0000-0003-2090-5512","affiliations":[{"raw_affiliation_string":"IBM T. J. Watson Research Center, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035919267","display_name":"Victor C. M. Leung","orcid":"https://orcid.org/0000-0003-3529-2640"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]},{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CA","CN"],"is_corresponding":false,"raw_author_name":"Victor C. M. Leung","raw_affiliation_strings":["College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China","Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, Canada"],"raw_orcid":"https://orcid.org/0000-0003-3529-2640","affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, The University of British Columbia, Vancouver, Canada","institution_ids":["https://openalex.org/I141945490"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5158,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.81411041,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"31","issue":"6","first_page":"2950","last_page":"2964"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.995199978351593,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.8486915230751038},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.7512368559837341},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7122607231140137},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6865112781524658},{"id":"https://openalex.org/keywords/dynamic-priority-scheduling","display_name":"Dynamic priority scheduling","score":0.48331594467163086},{"id":"https://openalex.org/keywords/fair-share-scheduling","display_name":"Fair-share scheduling","score":0.4602803587913513},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.43643322587013245},{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.4268401861190796},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.41957780718803406},{"id":"https://openalex.org/keywords/round-robin-scheduling","display_name":"Round-robin scheduling","score":0.41177067160606384},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3162603974342346},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18026301264762878},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.16559600830078125},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.08559983968734741}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8486915230751038},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.7512368559837341},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7122607231140137},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6865112781524658},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.48331594467163086},{"id":"https://openalex.org/C31689143","wikidata":"https://www.wikidata.org/wiki/Q733809","display_name":"Fair-share scheduling","level":3,"score":0.4602803587913513},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.43643322587013245},{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.4268401861190796},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.41957780718803406},{"id":"https://openalex.org/C175893541","wikidata":"https://www.wikidata.org/wiki/Q1196582","display_name":"Round-robin scheduling","level":4,"score":0.41177067160606384},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3162603974342346},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18026301264762878},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.16559600830078125},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.08559983968734741},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnet.2023.3267168","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnet.2023.3267168","pdf_url":null,"source":{"id":"https://openalex.org/S62238642","display_name":"IEEE/ACM Transactions on Networking","issn_l":"1063-6692","issn":["1063-6692","1558-2566"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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/ACM Transactions on Networking","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2305.05935","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2305.05935","pdf_url":"https://arxiv.org/pdf/2305.05935","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2305.05935","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2305.05935","pdf_url":"https://arxiv.org/pdf/2305.05935","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1366773193","display_name":null,"funder_award_id":"2019ZT08X603","funder_id":"https://openalex.org/F4320334009","funder_display_name":"Guangdong Provincial Pearl River Talents Program"},{"id":"https://openalex.org/G1890667186","display_name":null,"funder_award_id":"2020M670654","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G3332848674","display_name":null,"funder_award_id":"R2020A045","funder_id":"https://openalex.org/F4320326705","funder_display_name":"Science, Technology and Innovation Commission of Shenzhen Municipality"},{"id":"https://openalex.org/G3918337656","display_name":null,"funder_award_id":"2019JC01X235","funder_id":"https://openalex.org/F4320334009","funder_display_name":"Guangdong Provincial Pearl River Talents Program"},{"id":"https://openalex.org/G5403815052","display_name":null,"funder_award_id":"2019ZT08X603","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G545781906","display_name":"\u4e91\u8fb9\u7aef\u7f51\u7edc\u534f\u540c\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u7ebf\u51b3\u7b56\u4f18\u5316\u7814\u7a76","funder_award_id":"62072332","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5737382697","display_name":null,"funder_award_id":"R2020A045","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6093772114","display_name":null,"funder_award_id":"62002260","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320326705","display_name":"Science, Technology and Innovation Commission of Shenzhen Municipality","ror":null},{"id":"https://openalex.org/F4320334009","display_name":"Guangdong Provincial Pearl River Talents Program","ror":null},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4367360702.pdf","grobid_xml":"https://content.openalex.org/works/W4367360702.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W41554520","https://openalex.org/W2099618002","https://openalex.org/W2108682071","https://openalex.org/W2145339207","https://openalex.org/W2154851992","https://openalex.org/W2195423816","https://openalex.org/W2257979135","https://openalex.org/W2290712622","https://openalex.org/W2296073425","https://openalex.org/W2416799949","https://openalex.org/W2572234696","https://openalex.org/W2762456226","https://openalex.org/W2899071864","https://openalex.org/W2913871603","https://openalex.org/W2918335825","https://openalex.org/W2919603306","https://openalex.org/W2962814013","https://openalex.org/W2963717807","https://openalex.org/W2963864421","https://openalex.org/W2967180176","https://openalex.org/W2968986602","https://openalex.org/W2979918265","https://openalex.org/W2980789769","https://openalex.org/W2982450366","https://openalex.org/W2982494117","https://openalex.org/W2985563585","https://openalex.org/W2987779835","https://openalex.org/W3005566700","https://openalex.org/W3010622806","https://openalex.org/W3011667710","https://openalex.org/W3016764502","https://openalex.org/W3021193956","https://openalex.org/W3022191833","https://openalex.org/W3047040155","https://openalex.org/W3047266715","https://openalex.org/W3049198385","https://openalex.org/W3088518202","https://openalex.org/W3098486933","https://openalex.org/W3104097132","https://openalex.org/W3154418849","https://openalex.org/W3174322104","https://openalex.org/W3200600175","https://openalex.org/W4211041246","https://openalex.org/W4220844283","https://openalex.org/W4302570325","https://openalex.org/W4313162985","https://openalex.org/W6676023451","https://openalex.org/W6684205842","https://openalex.org/W6684921986","https://openalex.org/W6731982058","https://openalex.org/W6756009870"],"related_works":["https://openalex.org/W2184166483","https://openalex.org/W4386580182","https://openalex.org/W2225350526","https://openalex.org/W1545991362","https://openalex.org/W2397293317","https://openalex.org/W4386764057","https://openalex.org/W2372008037","https://openalex.org/W2377713709","https://openalex.org/W2365679959","https://openalex.org/W2060984508"],"abstract_inverted_index":{"Kubernetes":[0],"(k8s)":[1],"has":[2],"the":[3,25,32,58,84,106,115,137,142,176],"potential":[4],"to":[5,56,73,75,99,113,128,190],"coordinate":[6],"distributed":[7],"edge":[8,85],"resources":[9,30],"and":[10,34,79,92,104,132,135,169],"centralized":[11],"cloud":[12],"resources,":[13],"but":[14],"currently":[15],"lacks":[16],"a":[17,48,68,124],"specialized":[18],"scheduling":[19,35,50,126,162,185],"framework":[20,51],"for":[21,52,88],"edge-cloud":[22,38,54],"networks.":[23],"Besides,":[24],"hierarchical":[26],"distribution":[27],"of":[28,36,62,140,165],"heterogeneous":[29],"makes":[31],"modeling":[33],"k8s-oriented":[37],"network":[39,55],"particularly":[40],"challenging.":[41],"In":[42],"this":[43],"paper,":[44],"we":[45,66,94,122],"introduce":[46],"KaiS,":[47],"learning-based":[49],"such":[53],"improve":[57],"long-term":[59],"throughput":[60,179],"rate":[61,180],"request":[63,77,130,166],"processing.":[64],"First,":[65],"design":[67,139],"coordinated":[69],"multiagent":[70],"actor-critic":[71],"algorithm":[72],"cater":[74],"decentralized":[76],"dispatch":[78,81,131],"dynamic":[80],"spaces":[82],"within":[83],"cluster.":[86],"Second,":[87],"diverse":[89],"system":[90,101,170,178],"scales":[91],"structures,":[93],"use":[95],"graph":[96],"neural":[97],"networks":[98,112],"embed":[100],"state":[102],"information,":[103],"combine":[105],"embedding":[107],"results":[108],"with":[109,146],"multiple":[110],"policy":[111],"reduce":[114],"orchestration":[116],"dimensionality":[117],"by":[118,181,187],"stepwise":[119],"scheduling.":[120],"Finally,":[121],"adopt":[123],"two-time-scale":[125],"mechanism":[127],"harmonize":[129],"service":[133],"orchestration,":[134],"present":[136],"implementation":[138],"deploying":[141],"above":[143],"algorithms":[144],"compatible":[145],"native":[147],"k8s":[148],"components.":[149],"Experiments":[150],"using":[151],"real":[152],"workload":[153],"traces":[154],"show":[155],"that":[156],"KaiS":[157,173],"can":[158,174],"successfully":[159],"learn":[160],"appropriate":[161],"policies,":[163],"irrespective":[164],"arrival":[167],"patterns":[168],"scales.":[171],"Moreover,":[172],"enhance":[175],"average":[177],"15.9%":[182],"while":[183],"reducing":[184],"cost":[186],"38.4%":[188],"compared":[189],"baselines.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":5}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2023-04-30T00:00:00"}
