{"id":"https://openalex.org/W4404385565","doi":"https://doi.org/10.1145/3698038.3698549","title":"Accelerating Transfer Learning with Near-Data Computation on Cloud Object Stores","display_name":"Accelerating Transfer Learning with Near-Data Computation on Cloud Object Stores","publication_year":2024,"publication_date":"2024-11-14","ids":{"openalex":"https://openalex.org/W4404385565","doi":"https://doi.org/10.1145/3698038.3698549"},"language":"en","primary_location":{"id":"doi:10.1145/3698038.3698549","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3698038.3698549","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Symposium on Cloud Computing","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/A5043612282","display_name":"Diana Petrescu","orcid":null},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]},{"id":"https://openalex.org/I4210166625","display_name":"Huawei German Research Center","ror":"https://ror.org/00z59w514","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210129353","https://openalex.org/I4210166625"]},{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH","CN","DE"],"is_corresponding":true,"raw_author_name":"Diana Petrescu","raw_affiliation_strings":["EPFL, Lausanne, CH",",, Huawei Munich Research Center,","Huawei Center ,"],"affiliations":[{"raw_affiliation_string":"EPFL, Lausanne, CH","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":",, Huawei Munich Research Center,","institution_ids":["https://openalex.org/I4210166625"]},{"raw_affiliation_string":"Huawei Center ,","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018333744","display_name":"Arsany Guirguis","orcid":"https://orcid.org/0000-0002-0898-0387"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]},{"id":"https://openalex.org/I4210166625","display_name":"Huawei German Research Center","ror":"https://ror.org/00z59w514","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210129353","https://openalex.org/I4210166625"]},{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH","CN","DE"],"is_corresponding":false,"raw_author_name":"Arsany Guirguis","raw_affiliation_strings":["EPFL, Lausanne, CH","Huawei Center ,",",, Huawei Munich Research Center,"],"affiliations":[{"raw_affiliation_string":"EPFL, Lausanne, CH","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"Huawei Center ,","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":",, Huawei Munich Research Center,","institution_ids":["https://openalex.org/I4210166625"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045846189","display_name":"Do Le Quoc","orcid":"https://orcid.org/0000-0002-1433-0217"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]},{"id":"https://openalex.org/I4210146936","display_name":"Huawei Technologies (United States)","ror":"https://ror.org/03jyqk712","country_code":"US","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210146936"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Do Le Quoc","raw_affiliation_strings":["Huawei Munich Research Center, Munich, DE","Huawei Center ,"],"affiliations":[{"raw_affiliation_string":"Huawei Munich Research Center, Munich, DE","institution_ids":["https://openalex.org/I4210146936"]},{"raw_affiliation_string":"Huawei Center ,","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059218121","display_name":"Javier Picorel","orcid":"https://orcid.org/0009-0009-6984-1303"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]},{"id":"https://openalex.org/I4210146936","display_name":"Huawei Technologies (United States)","ror":"https://ror.org/03jyqk712","country_code":"US","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210146936"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Javier Picorel","raw_affiliation_strings":["Huawei Munich Research Center, Munich, DE","Huawei Center ,"],"affiliations":[{"raw_affiliation_string":"Huawei Munich Research Center, Munich, DE","institution_ids":["https://openalex.org/I4210146936"]},{"raw_affiliation_string":"Huawei Center ,","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049321288","display_name":"Rachid Guerraoui","orcid":"https://orcid.org/0000-0002-4794-8902"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]},{"id":"https://openalex.org/I4210166625","display_name":"Huawei German Research Center","ror":"https://ror.org/00z59w514","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210129353","https://openalex.org/I4210166625"]},{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH","CN","DE"],"is_corresponding":false,"raw_author_name":"Rachid Guerraoui","raw_affiliation_strings":["EPFL, Lausanne, CH","Huawei Center ,",",, Huawei Munich Research Center,"],"affiliations":[{"raw_affiliation_string":"EPFL, Lausanne, CH","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"Huawei Center ,","institution_ids":["https://openalex.org/I2250955327"]},{"raw_affiliation_string":",, Huawei Munich Research Center,","institution_ids":["https://openalex.org/I4210166625"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079167224","display_name":"Florin Dinu","orcid":"https://orcid.org/0009-0005-1514-2997"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]},{"id":"https://openalex.org/I4210146936","display_name":"Huawei Technologies (United States)","ror":"https://ror.org/03jyqk712","country_code":"US","type":"company","lineage":["https://openalex.org/I2250955327","https://openalex.org/I4210146936"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Florin Dinu","raw_affiliation_strings":["Huawei Munich Research Center, Munich, DE","Huawei Center ,"],"affiliations":[{"raw_affiliation_string":"Huawei Munich Research Center, Munich, DE","institution_ids":["https://openalex.org/I4210146936"]},{"raw_affiliation_string":"Huawei Center ,","institution_ids":["https://openalex.org/I2250955327"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5043612282"],"corresponding_institution_ids":["https://openalex.org/I2250955327","https://openalex.org/I4210166625","https://openalex.org/I5124864"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23215086,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"995","last_page":"1011"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9993000030517578,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9993000030517578,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.996399998664856,"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/T11478","display_name":"Caching and Content Delivery","score":0.9962999820709229,"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/computer-science","display_name":"Computer science","score":0.7921704649925232},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7249914407730103},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.638862133026123},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5647500157356262},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.545005738735199},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.5062131285667419},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.376729279756546},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3387477993965149},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.149171382188797},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12976080179214478},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10162955522537231}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7921704649925232},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7249914407730103},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.638862133026123},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5647500157356262},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.545005738735199},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.5062131285667419},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.376729279756546},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3387477993965149},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.149171382188797},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12976080179214478},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10162955522537231}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3698038.3698549","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3698038.3698549","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Symposium on Cloud Computing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.6499999761581421}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2108598243","https://openalex.org/W2194775991","https://openalex.org/W2548941637","https://openalex.org/W2744829609","https://openalex.org/W2765615036","https://openalex.org/W2963446712","https://openalex.org/W2969388332","https://openalex.org/W3030603435","https://openalex.org/W3035078899","https://openalex.org/W3097122264","https://openalex.org/W3101509328","https://openalex.org/W3192114749","https://openalex.org/W3198682658","https://openalex.org/W4220938834","https://openalex.org/W4372261197","https://openalex.org/W4372263604","https://openalex.org/W4383816138","https://openalex.org/W4386634604","https://openalex.org/W4400081686"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W1997222214","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W3150465815","https://openalex.org/W2802581102","https://openalex.org/W4205786897"],"abstract_inverted_index":{"Storage":[0],"disaggregation":[1],"underlies":[2],"today's":[3],"cloud":[4],"and":[5,25],"is":[6,167],"naturally":[7],"complemented":[8],"by":[9,37,49,73,111],"pushing":[10],"down":[11],"some":[12],"computation":[13,90],"to":[14,149],"storage,":[15],"thus":[16],"mitigating":[17],"the":[18,23,43,88,92,113,127,159,173],"potential":[19],"network":[20,102],"bottleneck":[21],"between":[22],"storage":[24,35],"compute":[26],"tiers.":[27,120],"We":[28,56],"show":[29],"how":[30],"ML":[31,48],"training":[32,109,117,144,151],"benefits":[33],"from":[34,126,172],"pushdowns":[36,97],"focusing":[38],"on":[39,53],"transfer":[40],"learning":[41],"(TL),":[42],"widespread":[44],"technique":[45],"that":[46,69,98,166],"democratizes":[47],"reusing":[50],"existing":[51],"knowledge":[52],"related":[54],"tasks.":[55],"propose":[57],"HAPI,":[58],"a":[59],"new":[60],"TL":[61,89,108],"processing":[62],"system":[63],"centered":[64],"around":[65],"two":[66],"complementary":[67],"techniques":[68],"address":[70],"challenges":[71],"introduced":[72],"disaggregation.":[74],"First,":[75],"applications":[76],"must":[77],"carefully":[78],"balance":[79],"execution":[80,114],"across":[81,119],"tiers":[82],"for":[83],"performance.":[84],"HAPI":[85,131,146],"judiciously":[86],"splits":[87],"during":[91],"feature":[93],"extraction":[94],"phase":[95],"yielding":[96],"not":[99],"only":[100],"improve":[101,106],"time":[103,110],"but":[104],"also":[105],"total":[107],"overlapping":[112],"of":[115,157],"consecutive":[116],"iterations":[118],"Second,":[121],"operators":[122],"want":[123],"resource":[124],"efficiency":[125],"storage-side":[128,133,139],"computational":[129],"resources.":[130],"employs":[132],"batch":[134],"size":[135],"adaptation":[136],"allowing":[137],"increased":[138],"pushdown":[140],"concurrency":[141],"without":[142],"affecting":[143],"accuracy.":[145],"yields":[147],"up":[148],"2.5\u00d7":[150],"speed-up":[152],"while":[153],"choosing":[154],"in":[155],"86.8%":[156],"cases":[158],"best":[160],"performing":[161],"split":[162],"point":[163],"or":[164],"one":[165],"at":[168],"most":[169],"5%":[170],"off":[171],"best.":[174]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}