{"id":"https://openalex.org/W4390189458","doi":"https://doi.org/10.1109/dasc/picom/cbdcom/cy59711.2023.10361429","title":"Efficient Scheduling for Multi-Job Federated Learning Systems with Client Sharing","display_name":"Efficient Scheduling for Multi-Job Federated Learning Systems with Client Sharing","publication_year":2023,"publication_date":"2023-11-14","ids":{"openalex":"https://openalex.org/W4390189458","doi":"https://doi.org/10.1109/dasc/picom/cbdcom/cy59711.2023.10361429"},"language":"en","primary_location":{"id":"doi:10.1109/dasc/picom/cbdcom/cy59711.2023.10361429","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dasc/picom/cbdcom/cy59711.2023.10361429","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech)","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/A5027046756","display_name":"Boqian Fu","orcid":null},"institutions":[{"id":"https://openalex.org/I141591182","display_name":"University of Aizu","ror":"https://ror.org/02pg0e883","country_code":"JP","type":"education","lineage":["https://openalex.org/I141591182"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Boqian Fu","raw_affiliation_strings":["School of Computer Science and Engineering, The University of Aizu,Japan","School of Computer Science and Engineering, The University of Aizu, Japan"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, The University of Aizu,Japan","institution_ids":["https://openalex.org/I141591182"]},{"raw_affiliation_string":"School of Computer Science and Engineering, The University of Aizu, Japan","institution_ids":["https://openalex.org/I141591182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088461411","display_name":"Fahao Chen","orcid":"https://orcid.org/0000-0002-4345-1296"},"institutions":[{"id":"https://openalex.org/I141591182","display_name":"University of Aizu","ror":"https://ror.org/02pg0e883","country_code":"JP","type":"education","lineage":["https://openalex.org/I141591182"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Fahao Chen","raw_affiliation_strings":["School of Computer Science and Engineering, The University of Aizu,Japan","School of Computer Science and Engineering, The University of Aizu, Japan"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, The University of Aizu,Japan","institution_ids":["https://openalex.org/I141591182"]},{"raw_affiliation_string":"School of Computer Science and Engineering, The University of Aizu, Japan","institution_ids":["https://openalex.org/I141591182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100432795","display_name":"Peng Li","orcid":"https://orcid.org/0000-0003-4981-0496"},"institutions":[{"id":"https://openalex.org/I141591182","display_name":"University of Aizu","ror":"https://ror.org/02pg0e883","country_code":"JP","type":"education","lineage":["https://openalex.org/I141591182"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Peng Li","raw_affiliation_strings":["School of Computer Science and Engineering, The University of Aizu,Japan","School of Computer Science and Engineering, The University of Aizu, Japan"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, The University of Aizu,Japan","institution_ids":["https://openalex.org/I141591182"]},{"raw_affiliation_string":"School of Computer Science and Engineering, The University of Aizu, Japan","institution_ids":["https://openalex.org/I141591182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066407180","display_name":"Zhou Su","orcid":"https://orcid.org/0000-0002-6518-3130"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhou Su","raw_affiliation_strings":["School of Cyber Science and Engineering, Xi'an Jiaotong University,China"],"affiliations":[{"raw_affiliation_string":"School of Cyber Science and Engineering, Xi'an Jiaotong University,China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5027046756"],"corresponding_institution_ids":["https://openalex.org/I141591182"],"apc_list":null,"apc_paid":null,"fwci":0.3497,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.67598156,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"0891","last_page":"0898"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10237","display_name":"Cryptography and Data Security","score":0.991100013256073,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.8199662566184998},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.717271089553833},{"id":"https://openalex.org/keywords/job-scheduler","display_name":"Job scheduler","score":0.6831501722335815},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5818036794662476},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4902530312538147},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.4469067454338074},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3508841395378113},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3276594877243042},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.16838404536247253},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.11946156620979309},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.08926689624786377},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08726999163627625}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8199662566184998},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.717271089553833},{"id":"https://openalex.org/C111873713","wikidata":"https://www.wikidata.org/wiki/Q1641413","display_name":"Job scheduler","level":3,"score":0.6831501722335815},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5818036794662476},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4902530312538147},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.4469067454338074},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3508841395378113},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3276594877243042},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.16838404536247253},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.11946156620979309},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.08926689624786377},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08726999163627625},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","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:10.1109/dasc/picom/cbdcom/cy59711.2023.10361429","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dasc/picom/cbdcom/cy59711.2023.10361429","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech)","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":37,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W2112796928","https://openalex.org/W2194775991","https://openalex.org/W2319247962","https://openalex.org/W2618530766","https://openalex.org/W2750384547","https://openalex.org/W2799200478","https://openalex.org/W2963819344","https://openalex.org/W2982083293","https://openalex.org/W3034637015","https://openalex.org/W3086105743","https://openalex.org/W3091992486","https://openalex.org/W3118608800","https://openalex.org/W3174289479","https://openalex.org/W3200400919","https://openalex.org/W3204998121","https://openalex.org/W3213120752","https://openalex.org/W4200630381","https://openalex.org/W4220757123","https://openalex.org/W4280585066","https://openalex.org/W4283316649","https://openalex.org/W4283379731","https://openalex.org/W4285733873","https://openalex.org/W4290927724","https://openalex.org/W4297969172","https://openalex.org/W4306178637","https://openalex.org/W4320067926","https://openalex.org/W4320493150","https://openalex.org/W4387544170","https://openalex.org/W4389609877","https://openalex.org/W6637373629","https://openalex.org/W6728757088","https://openalex.org/W6743688258","https://openalex.org/W6763048141","https://openalex.org/W6790665546","https://openalex.org/W6795916790","https://openalex.org/W6810023037"],"related_works":["https://openalex.org/W2149245348","https://openalex.org/W3204654320","https://openalex.org/W2139982839","https://openalex.org/W1984267569","https://openalex.org/W2092966558","https://openalex.org/W1956651153","https://openalex.org/W2347561926","https://openalex.org/W2327547880","https://openalex.org/W1582214068","https://openalex.org/W44553394"],"abstract_inverted_index":{"Federated":[0],"Learning":[1],"(FL)":[2],"has":[3],"emerged":[4],"as":[5,137,139],"a":[6,135,191],"promising":[7],"learning":[8],"approch":[9],"for":[10,84,120,151],"data":[11],"distributed":[12],"across":[13,165],"edge":[14],"devices.":[15],"Existing":[16],"research":[17],"mainly":[18],"focuses":[19],"on":[20,55],"single-job":[21,37],"FL":[22,29,41,71,86,93,105,122],"systems.":[23],"However,":[24],"in":[25,44,69,103],"practical":[26],"scenarios,":[27],"multiple":[28],"jobs":[30,150],"are":[31],"often":[32],"submitted":[33],"simultaneously.":[34],"Simply":[35],"applying":[36],"optimizations":[38],"to":[39,60,73,91,111,134,169,196],"multi-job":[40,70,121],"systems":[42,72],"results":[43,179],"sub-optimal":[45],"system":[46],"performance.":[47],"Specifically,":[48],"we":[49,66,147],"find":[50],"considerably":[51],"low":[52],"resource":[53,75],"utilization":[54,76],"the":[56,171,174],"client":[57,78,136,153],"side":[58],"due":[59],"device":[61],"heterogeneity.":[62],"In":[63],"this":[64],"paper,":[65],"exploit":[67],"opportunities":[68],"improve":[74],"by":[77],"sharing:":[79],"(1)":[80],"clients":[81,97],"not":[82],"selected":[83],"one":[85,104],"job":[87,106,133],"could":[88,107],"be":[89,108],"allocated":[90],"another":[92,112],"job,":[94],"and":[95],"(2)":[96],"that":[98,181],"complete":[99],"their":[100],"tasks":[101],"early":[102],"preemptively":[109],"assigned":[110],"job.":[113],"We":[114,158],"propose":[115],"an":[116,131],"efficient":[117],"scheduling":[118,127,176,184],"algorithm":[119,128,185],"systems,":[123],"namely":[124],"GMFL.":[125],"This":[126],"promptly":[129],"assigns":[130],"available":[132],"soon":[138],"it":[140],"becomes":[141],"available.":[142],"To":[143],"ensure":[144],"training":[145],"convergence,":[146],"carefully":[148],"select":[149],"each":[152],"while":[154],"considering":[155],"several":[156],"constraints.":[157],"conduct":[159],"experiments":[160],"using":[161],"four":[162,166],"popular":[163],"models":[164],"different":[167],"datasets":[168],"evaluate":[170],"performance":[172,192],"of":[173,194],"proposed":[175,183],"algorithm.":[177],"Experimental":[178],"show":[180],"our":[182],"significantly":[186],"outperforms":[187],"existing":[188],"methods,":[189],"with":[190],"improvement":[193],"up":[195],"2.03\u00d7.":[197]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}