{"id":"https://openalex.org/W4414908910","doi":"https://doi.org/10.1109/icdcs63083.2025.00014","title":"ACME: Adaptive Customization of Large Models via Distributed Systems","display_name":"ACME: Adaptive Customization of Large Models via Distributed Systems","publication_year":2025,"publication_date":"2025-07-21","ids":{"openalex":"https://openalex.org/W4414908910","doi":"https://doi.org/10.1109/icdcs63083.2025.00014"},"language":"en","primary_location":{"id":"doi:10.1109/icdcs63083.2025.00014","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdcs63083.2025.00014","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 45th International Conference on Distributed Computing Systems (ICDCS)","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/A5111135483","display_name":"Ziming Dai","orcid":"https://orcid.org/0009-0002-7242-0285"},"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":true,"raw_author_name":"Ziming Dai","raw_affiliation_strings":["Tianjin University,College of Intelligence and Computing,China"],"affiliations":[{"raw_affiliation_string":"Tianjin University,College of Intelligence and Computing,China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007510770","display_name":"Chao Qiu","orcid":"https://orcid.org/0000-0002-2224-2292"},"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":"Chao Qiu","raw_affiliation_strings":["Tianjin University,College of Intelligence and Computing,China"],"affiliations":[{"raw_affiliation_string":"Tianjin University,College of Intelligence and Computing,China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006918284","display_name":"Fei Gao","orcid":"https://orcid.org/0000-0001-9076-9718"},"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":"Fei Gao","raw_affiliation_strings":["Tianjin University,College of Intelligence and Computing,China"],"affiliations":[{"raw_affiliation_string":"Tianjin University,College of Intelligence and Computing,China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051072210","display_name":"Yunfeng Zhao","orcid":"https://orcid.org/0000-0002-1282-2031"},"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":"Yunfeng Zhao","raw_affiliation_strings":["Tianjin University,College of Intelligence and Computing,China"],"affiliations":[{"raw_affiliation_string":"Tianjin University,College of Intelligence and Computing,China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100363477","display_name":"Xiaofei Wang","orcid":"https://orcid.org/0000-0002-8647-5271"},"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":["Tianjin University,College of Intelligence and Computing,China"],"affiliations":[{"raw_affiliation_string":"Tianjin University,College of Intelligence and Computing,China","institution_ids":["https://openalex.org/I162868743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5111135483"],"corresponding_institution_ids":["https://openalex.org/I162868743"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31874956,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"45","last_page":"55"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10317","display_name":"Advanced Database Systems and Queries","score":0.970300018787384,"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.970300018787384,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9686999917030334,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9606999754905701,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/header","display_name":"Header","score":0.6288999915122986},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5964999794960022},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.5860000252723694},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5181999802589417},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.45509999990463257},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.42559999227523804},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.41999998688697815},{"id":"https://openalex.org/keywords/data-transmission","display_name":"Data transmission","score":0.3549000024795532},{"id":"https://openalex.org/keywords/data-aggregator","display_name":"Data aggregator","score":0.3334999978542328}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7444999814033508},{"id":"https://openalex.org/C48105269","wikidata":"https://www.wikidata.org/wiki/Q1141160","display_name":"Header","level":2,"score":0.6288999915122986},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5964999794960022},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.5860000252723694},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5719000101089478},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5181999802589417},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.45509999990463257},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.42559999227523804},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.41999998688697815},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3598000109195709},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.3549000024795532},{"id":"https://openalex.org/C82578977","wikidata":"https://www.wikidata.org/wiki/Q16773055","display_name":"Data aggregator","level":3,"score":0.3334999978542328},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.3312999904155731},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.3206000030040741},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.3133000135421753},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3059000074863434},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.289900004863739},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.28029999136924744},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.2736000120639801},{"id":"https://openalex.org/C144986985","wikidata":"https://www.wikidata.org/wiki/Q871236","display_name":"Hierarchical database model","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.2696000039577484},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.267300009727478},{"id":"https://openalex.org/C70061542","wikidata":"https://www.wikidata.org/wiki/Q989016","display_name":"Distributed database","level":2,"score":0.25760000944137573},{"id":"https://openalex.org/C47487241","wikidata":"https://www.wikidata.org/wiki/Q5227230","display_name":"Data access","level":2,"score":0.25690001249313354},{"id":"https://openalex.org/C100463513","wikidata":"https://www.wikidata.org/wiki/Q5227322","display_name":"Data model (GIS)","level":2,"score":0.2556999921798706},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.2549999952316284}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icdcs63083.2025.00014","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdcs63083.2025.00014","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 45th International Conference on Distributed Computing Systems (ICDCS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2097746659","https://openalex.org/W2119717200","https://openalex.org/W2138011018","https://openalex.org/W2747918924","https://openalex.org/W2963821229","https://openalex.org/W2964081807","https://openalex.org/W2964217527","https://openalex.org/W2965862774","https://openalex.org/W3094502228","https://openalex.org/W3117477522","https://openalex.org/W3152952112","https://openalex.org/W3154971029","https://openalex.org/W3160949036","https://openalex.org/W4214764913","https://openalex.org/W4226512186","https://openalex.org/W4313183839","https://openalex.org/W4319770593","https://openalex.org/W4362710671","https://openalex.org/W4382246105","https://openalex.org/W4385958936","https://openalex.org/W4386699354","https://openalex.org/W4386737044","https://openalex.org/W4387544238","https://openalex.org/W4387544288","https://openalex.org/W4389988061","https://openalex.org/W4392152751","https://openalex.org/W4400525725","https://openalex.org/W4401508032","https://openalex.org/W4402125726","https://openalex.org/W4402727914","https://openalex.org/W4405934565","https://openalex.org/W4411245047"],"related_works":[],"abstract_inverted_index":{"Pre-trained":[0],"Transformer-based":[1,104],"large":[2,25,105],"models":[3,26,46,65,106,188],"have":[4],"revolutionized":[5],"personal":[6],"virtual":[7],"assistants,":[8],"but":[9,68],"their":[10],"deployment":[11],"in":[12],"cloud":[13],"environments":[14],"faces":[15,70],"challenges":[16],"related":[17],"to":[18,28,39,125,134,155,175,194,202,212],"data":[19,30,91,170,177,197],"privacy":[20],"and":[21,31,58,87,146,165],"response":[22],"latency.":[23],"Deploying":[24],"closer":[27],"the":[29,75,112,143,148,167,205,213,216],"users":[32],"has":[33],"become":[34],"a":[35,120],"key":[36,72],"research":[37],"area":[38],"address":[40],"these":[41,45],"issues.":[42],"However,":[43],"applying":[44],"directly":[47],"often":[48],"entails":[49],"significant":[50],"difficulties,":[51],"such":[52],"as":[53],"model":[54,80,130,152,168,190],"mismatching,":[55],"resource":[56,158],"constraints,":[57],"energy":[59],"inefficiency.":[60],"Automated":[61],"design":[62],"of":[63,78,103,115],"customized":[64],"is":[66,200],"necessary,":[67],"it":[69,139,161],"three":[71],"challenges,":[73],"namely,":[74],"high":[76],"cost":[77],"centralized":[79,116,195],"customization,":[81],"imbalanced":[82],"performance":[83,89],"from":[84,90],"user":[85,137],"heterogeneity,":[86,138],"suboptimal":[88],"heterogeneity.":[92,178],"In":[93,132],"this":[94],"paper,":[95],"we":[96],"propose":[97],"ACME,":[98],"an":[99],"adaptive":[100],"customization":[101],"approach":[102],"via":[107],"distributed":[108,123],"systems.":[109],"To":[110],"avoid":[111],"low":[113],"cost-efficiency":[114],"methods,":[117],"ACME":[118,185],"employs":[119],"bidirectional":[121],"single-loop":[122],"system":[124],"progressively":[126],"achieve":[127],"fine-grained":[128],"collaborative":[129],"customization.":[131],"order":[133],"better":[135],"match":[136,176],"begins":[140],"by":[141,209,220],"customizing":[142],"backbone":[144],"generation":[145,164],"identifying":[147],"Pareto":[149],"Front":[150],"under":[151,189],"size":[153,191],"constraints":[154],"ensure":[156],"optimal":[157],"utilization.":[159],"Subsequently,":[160],"performs":[162],"header":[163],"refines":[166],"using":[169],"distribution-based":[171],"personalized":[172],"architecture":[173],"aggregation":[174],"Evaluation":[179],"on":[180],"different":[181],"datasets":[182],"shows":[183],"that":[184],"achieves":[186],"cost-efficient":[187],"constraints.":[192],"Compared":[193],"systems,":[196],"transmission":[198],"volume":[199],"reduced":[201],"6%.":[203],"Additionally,":[204],"average":[206],"accuracy":[207],"improves":[208],"10%":[210],"compared":[211],"baseline,":[214],"with":[215],"trade-off":[217],"metrics":[218],"increasing":[219],"nearly":[221],"30%.":[222]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
