{"id":"https://openalex.org/W7124206776","doi":"https://doi.org/10.1109/icpads67057.2025.11323176","title":"HyDLR: Load-Aware Dynamic Rescheduling for Deep Learning Hybrid Deployment","display_name":"HyDLR: Load-Aware Dynamic Rescheduling for Deep Learning Hybrid Deployment","publication_year":2025,"publication_date":"2025-12-14","ids":{"openalex":"https://openalex.org/W7124206776","doi":"https://doi.org/10.1109/icpads67057.2025.11323176"},"language":null,"primary_location":{"id":"doi:10.1109/icpads67057.2025.11323176","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpads67057.2025.11323176","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 31th International Conference on Parallel and Distributed Systems (ICPADS)","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/A5100733744","display_name":"Desheng Wang","orcid":"https://orcid.org/0000-0002-7502-7094"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Desheng Wang","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology,Shenzhen,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103559962","display_name":"X Y Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Sun","raw_affiliation_strings":["School of Cyberspace Science, Harbin Institute of Technology,Harbin,China"],"affiliations":[{"raw_affiliation_string":"School of Cyberspace Science, Harbin Institute of Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088549922","display_name":"Shuo Si","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuo Si","raw_affiliation_strings":["School of Cyberspace Science, Harbin Institute of Technology,Harbin,China"],"affiliations":[{"raw_affiliation_string":"School of Cyberspace Science, Harbin Institute of Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000069771","display_name":"Sichao Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sichao Chen","raw_affiliation_strings":["School of Cyberspace Science, Harbin Institute of Technology,Harbin,China"],"affiliations":[{"raw_affiliation_string":"School of Cyberspace Science, Harbin Institute of Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123005972","display_name":"Weizhe Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weizhe Zhang","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology,Shenzhen,China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100733744"],"corresponding_institution_ids":["https://openalex.org/I204983213"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.83139292,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.46059998869895935,"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"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.46059998869895935,"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"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.3131999969482422,"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":0.05770000070333481,"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/software-deployment","display_name":"Software deployment","score":0.7414000034332275},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.635200023651123},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.6136000156402588},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.5738999843597412},{"id":"https://openalex.org/keywords/queue","display_name":"Queue","score":0.46709999442100525},{"id":"https://openalex.org/keywords/data-center","display_name":"Data center","score":0.4462999999523163},{"id":"https://openalex.org/keywords/offline-learning","display_name":"Offline learning","score":0.36959999799728394},{"id":"https://openalex.org/keywords/load-balancing","display_name":"Load balancing (electrical power)","score":0.352400004863739},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.351500004529953}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7465000152587891},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7414000034332275},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.635200023651123},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6190000176429749},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.6136000156402588},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.5738999843597412},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.47540000081062317},{"id":"https://openalex.org/C160403385","wikidata":"https://www.wikidata.org/wiki/Q220543","display_name":"Queue","level":2,"score":0.46709999442100525},{"id":"https://openalex.org/C153740404","wikidata":"https://www.wikidata.org/wiki/Q671224","display_name":"Data center","level":2,"score":0.4462999999523163},{"id":"https://openalex.org/C2780490138","wikidata":"https://www.wikidata.org/wiki/Q7079636","display_name":"Offline learning","level":3,"score":0.36959999799728394},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.35440000891685486},{"id":"https://openalex.org/C138959212","wikidata":"https://www.wikidata.org/wiki/Q1806783","display_name":"Load balancing (electrical power)","level":3,"score":0.352400004863739},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.351500004529953},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.35010001063346863},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.3483000099658966},{"id":"https://openalex.org/C19012869","wikidata":"https://www.wikidata.org/wiki/Q578372","display_name":"Response time","level":2,"score":0.3449000120162964},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.3440999984741211},{"id":"https://openalex.org/C22684755","wikidata":"https://www.wikidata.org/wiki/Q847526","display_name":"Queueing theory","level":2,"score":0.3391999900341034},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.32820001244544983},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.2944999933242798},{"id":"https://openalex.org/C50897621","wikidata":"https://www.wikidata.org/wiki/Q2665508","display_name":"Hybrid system","level":2,"score":0.28529998660087585},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.27709999680519104},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C196921405","wikidata":"https://www.wikidata.org/wiki/Q786431","display_name":"Online algorithm","level":2,"score":0.2639000117778778},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.2558000087738037}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icpads67057.2025.11323176","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpads67057.2025.11323176","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 31th International Conference on Parallel and Distributed Systems (ICPADS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1020356653","https://openalex.org/W2141992894","https://openalex.org/W2782593843","https://openalex.org/W3021027963","https://openalex.org/W3095488153","https://openalex.org/W3158444059","https://openalex.org/W3189702920","https://openalex.org/W3197816522","https://openalex.org/W4205596540","https://openalex.org/W4283206230","https://openalex.org/W4372262787","https://openalex.org/W4393186158","https://openalex.org/W4393188797","https://openalex.org/W4393904734","https://openalex.org/W4401862858"],"related_works":[],"abstract_inverted_index":{"Resource":[0],"contention,":[1],"driven":[2],"by":[3,100,130],"traffic":[4],"surges":[5],"from":[6],"online":[7,50,65],"services,":[8],"presents":[9],"a":[10,31,91,125,131,145,151,175,210],"significant":[11],"challenge":[12],"in":[13,204],"hybrid":[14,34,206],"clusters":[15],"where":[16],"latency-sensitive":[17],"and":[18,60,84,109,117,139,150,218],"best-effort":[19],"deep":[20],"learning":[21],"tasks":[22,42],"are":[23],"colocated.":[24],"To":[25],"address":[26],"this,":[27],"we":[28],"propose":[29],"HyDLR,":[30],"dynamic,":[32],"loadaware":[33],"deployment":[35,207],"scheduling":[36,156,217],"method":[37],"that":[38,95,164],"dynamically":[39,96,146],"reallocates":[40],"offline":[41,74],"to":[43,78,120],"ensure":[44],"Quality":[45],"of":[46,64,73,170,181],"Service":[47],"(QoS)":[48],"for":[49,201,212,222],"services":[51],"while":[52,173],"enhancing":[53],"overall":[54],"resource":[55,71,80,98,202],"utilization.":[56,112],"The":[57,179],"bursty":[58],"nature":[59],"stringent":[61],"QoS":[62],"demands":[63],"tasks,":[66,75],"coupled":[67],"with":[68],"the":[69,168],"fluctuating":[70],"footprints":[72],"can":[76],"lead":[77],"severe":[79],"pressure":[81],"on":[82],"nodes":[83],"undermine":[85],"system":[86,177],"stability.":[87,160],"HyDLR":[88,154,165],"first":[89],"designs":[90],"load-aware":[92],"rescheduling":[93,141,183],"policy":[94],"identifies":[97],"hotspots":[99],"monitoring":[101],"metrics":[102],"such":[103],"as":[104],"CPU":[105],"satisfaction":[106],"degree,":[107],"memory,":[108],"GPU":[110],"memory":[111],"It":[113],"then":[114],"leverages":[115],"eviction":[116],"task":[118,171],"migration":[119],"optimize":[121],"workload":[122],"distribution.":[123],"Furthermore,":[124],"two-stage":[126],"filtering":[127],"algorithm,":[128],"guided":[129],"multi-objective":[132],"optimization":[133],"model,":[134],"targets":[135],"system-wide":[136],"load":[137],"balancing":[138],"minimal":[140],"overhead.":[142],"By":[143],"incorporating":[144],"adjusted":[147],"priority":[148],"queue":[149],"cost-feedback":[152],"mechanism,":[153],"improves":[155],"efficiency":[157],"without":[158],"compromising":[159],"Experimental":[161],"results":[162],"demonstrate":[163],"significantly":[166],"reduces":[167],"frequency":[169],"migrations":[172],"achieving":[174],"well-balanced":[176],"load.":[178],"rate":[180],"cascading":[182],"events":[184],"is":[185],"kept":[186],"below":[187],"3%,":[188],"demonstrating":[189,219],"superior":[190],"performance":[191],"over":[192],"existing":[193],"approaches.":[194],"This":[195],"work":[196],"offers":[197],"an":[198],"effective":[199],"solution":[200],"management":[203],"complex,":[205],"scenarios,":[208],"laying":[209],"foundation":[211],"more":[213],"efficient":[214],"data":[215],"center":[216],"strong":[220],"potential":[221],"practical":[223],"adoption.":[224]},"counts_by_year":[],"updated_date":"2026-01-16T23:16:36.188383","created_date":"2026-01-15T00:00:00"}
