{"id":"https://openalex.org/W6884631564","doi":"https://doi.org/10.1145/3735358.3737818","title":"Efficient Large-scale Model Training with Disaggregated Storage and Computing Architecture","display_name":"Efficient Large-scale Model Training with Disaggregated Storage and Computing Architecture","publication_year":2025,"publication_date":"2025-07-17","ids":{"openalex":"https://openalex.org/W6884631564","doi":"https://doi.org/10.1145/3735358.3737818"},"language":"en","primary_location":{"id":"doi:10.1145/3735358.3737818","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3735358.3737818","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th Asia-Pacific Workshop on Networking","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":null,"display_name":"Mengyao Han","orcid":"https://orcid.org/0000-0001-8609-9547"},"institutions":[{"id":"https://openalex.org/I6507939","display_name":"China United Network Communications Group (China)","ror":"https://ror.org/028w99c90","country_code":"CN","type":"company","lineage":["https://openalex.org/I6507939"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Mengyao Han","raw_affiliation_strings":["China Unicom, BeiJing, China"],"affiliations":[{"raw_affiliation_string":"China Unicom, BeiJing, China","institution_ids":["https://openalex.org/I6507939"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ying Liu","orcid":"https://orcid.org/0009-0005-1440-8407"},"institutions":[{"id":"https://openalex.org/I6507939","display_name":"China United Network Communications Group (China)","ror":"https://ror.org/028w99c90","country_code":"CN","type":"company","lineage":["https://openalex.org/I6507939"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Liu","raw_affiliation_strings":["China Unicom, BeiJing, China"],"affiliations":[{"raw_affiliation_string":"China Unicom, BeiJing, China","institution_ids":["https://openalex.org/I6507939"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ran Pang","orcid":"https://orcid.org/0009-0003-6304-5062"},"institutions":[{"id":"https://openalex.org/I6507939","display_name":"China United Network Communications Group (China)","ror":"https://ror.org/028w99c90","country_code":"CN","type":"company","lineage":["https://openalex.org/I6507939"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ran Pang","raw_affiliation_strings":["China Unicom, BeiJing, China"],"affiliations":[{"raw_affiliation_string":"China Unicom, BeiJing, China","institution_ids":["https://openalex.org/I6507939"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zheng Ruan","orcid":"https://orcid.org/0009-0006-3516-9158"},"institutions":[{"id":"https://openalex.org/I6507939","display_name":"China United Network Communications Group (China)","ror":"https://ror.org/028w99c90","country_code":"CN","type":"company","lineage":["https://openalex.org/I6507939"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Ruan","raw_affiliation_strings":["China Unicom, BeiJing, China"],"affiliations":[{"raw_affiliation_string":"China Unicom, BeiJing, China","institution_ids":["https://openalex.org/I6507939"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lei Huang","orcid":"https://orcid.org/0009-0000-3848-4782"},"institutions":[{"id":"https://openalex.org/I6507939","display_name":"China United Network Communications Group (China)","ror":"https://ror.org/028w99c90","country_code":"CN","type":"company","lineage":["https://openalex.org/I6507939"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Huang","raw_affiliation_strings":["China Unicom, BeiJing, China"],"affiliations":[{"raw_affiliation_string":"China Unicom, BeiJing, China","institution_ids":["https://openalex.org/I6507939"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Naihan Zhang","orcid":"https://orcid.org/0000-0001-7922-2463"},"institutions":[{"id":"https://openalex.org/I6507939","display_name":"China United Network Communications Group (China)","ror":"https://ror.org/028w99c90","country_code":"CN","type":"company","lineage":["https://openalex.org/I6507939"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Naihan Zhang","raw_affiliation_strings":["China Unicom, BeiJing, China"],"affiliations":[{"raw_affiliation_string":"China Unicom, BeiJing, China","institution_ids":["https://openalex.org/I6507939"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chang Cao","orcid":"https://orcid.org/0000-0003-1667-8775"},"institutions":[{"id":"https://openalex.org/I6507939","display_name":"China United Network Communications Group (China)","ror":"https://ror.org/028w99c90","country_code":"CN","type":"company","lineage":["https://openalex.org/I6507939"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chang Cao","raw_affiliation_strings":["China Unicom, BeiJing, China"],"affiliations":[{"raw_affiliation_string":"China Unicom, BeiJing, China","institution_ids":["https://openalex.org/I6507939"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tao Huang","orcid":"https://orcid.org/0000-0002-3545-1122"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Huang","raw_affiliation_strings":["Beijing University of Posts and Telecommunications, BeiJing, China"],"affiliations":[{"raw_affiliation_string":"Beijing University of Posts and Telecommunications, BeiJing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":null,"display_name":"Xiongyan Tang","orcid":"https://orcid.org/0009-0000-2151-2679"},"institutions":[{"id":"https://openalex.org/I6507939","display_name":"China United Network Communications Group (China)","ror":"https://ror.org/028w99c90","country_code":"CN","type":"company","lineage":["https://openalex.org/I6507939"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiongyan Tang","raw_affiliation_strings":["China Unicom, BeiJing, China"],"affiliations":[{"raw_affiliation_string":"China Unicom, BeiJing, China","institution_ids":["https://openalex.org/I6507939"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I6507939"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.39254303,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"249","last_page":"251"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.07460000365972519,"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.07460000365972519,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.07069999724626541,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.06830000132322311,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.7032999992370605},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.567799985408783},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4652999937534332},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.41909998655319214},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.4099999964237213},{"id":"https://openalex.org/keywords/systems-architecture","display_name":"Systems architecture","score":0.30550000071525574},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.30149999260902405}],"concepts":[{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.7032999992370605},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6883000135421753},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.567799985408783},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4652999937534332},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.41909998655319214},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.4099999964237213},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35899999737739563},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3346000015735626},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.30550000071525574},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.30149999260902405},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3000999987125397},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.3000999987125397},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.29919999837875366},{"id":"https://openalex.org/C31352089","wikidata":"https://www.wikidata.org/wiki/Q3750474","display_name":"Systems design","level":2,"score":0.2797999978065491},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.2685999870300293},{"id":"https://openalex.org/C17500928","wikidata":"https://www.wikidata.org/wiki/Q959968","display_name":"Control system","level":2,"score":0.2624000012874603}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3735358.3737818","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3735358.3737818","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 9th Asia-Pacific Workshop on Networking","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5740707516670227,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2985313082","https://openalex.org/W4309675765","https://openalex.org/W4400434836"],"related_works":[],"abstract_inverted_index":{"We":[0],"propose":[1],"a":[2,19,65],"novel":[3],"disaggregated":[4],"storage":[5],"and":[6,25,36,59,74],"computing":[7],"architecture":[8],"for":[9],"efficient":[10],"large-scale":[11],"model":[12],"training":[13,23],"(LMT),":[14],"which":[15],"is":[16,31],"characterized":[17],"by":[18,50],"two-layer":[20],"design":[21],"with":[22,52,64,78],"physical":[24],"control":[26],"planes.":[27],"The":[28,40],"LMT":[29,45,81],"efficiency":[30,46,71],"evaluated":[32],"in":[33],"both":[34],"experimental":[35],"carrier":[37],"network":[38],"environments.":[39],"results":[41],"show":[42],"that":[43],"the":[44,53,70,79],"of":[47],"LLaMA2-34B":[48],"improves":[49],"30%":[51],"accurate":[54],"flow":[55],"control.":[56],"For":[57],"LLaMA2-13B":[58],"ResNet-50M":[60],"under":[61],"our":[62],"scheme":[63],"200":[66],"km":[67],"transmission":[68],"distance,":[69],"reaches":[72],"96.8%":[73],"99.5%,":[75],"respectively,":[76],"compared":[77],"conventional":[80],"approach.":[82]},"counts_by_year":[],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}