{"id":"https://openalex.org/W3135551710","doi":"https://doi.org/10.1109/iceic51217.2021.9369801","title":"Deep Learning Framework using Scalable Shared Memory Buffer Framework","display_name":"Deep Learning Framework using Scalable Shared Memory Buffer Framework","publication_year":2021,"publication_date":"2021-01-31","ids":{"openalex":"https://openalex.org/W3135551710","doi":"https://doi.org/10.1109/iceic51217.2021.9369801","mag":"3135551710"},"language":"en","primary_location":{"id":"doi:10.1109/iceic51217.2021.9369801","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceic51217.2021.9369801","pdf_url":null,"source":{"id":"https://openalex.org/S4306498844","display_name":"2021 International Conference on Electronics, Information, and Communication (ICEIC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Electronics, Information, and Communication (ICEIC)","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/A5101757707","display_name":"Eunji Lim","orcid":"https://orcid.org/0009-0008-0499-706X"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Eun-Ji Lim","raw_affiliation_strings":["Supercomputing Technology Research Center, Electronics and Telecommunications Research Institute, Daejeon, South Korea"],"affiliations":[{"raw_affiliation_string":"Supercomputing Technology Research Center, Electronics and Telecommunications Research Institute, Daejeon, South Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063953385","display_name":"Shinyoung Ahn","orcid":"https://orcid.org/0000-0002-2686-7273"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Shin-Young Ahn","raw_affiliation_strings":["Supercomputing Technology Research Center, Electronics and Telecommunications Research Institute, Daejeon, South Korea"],"affiliations":[{"raw_affiliation_string":"Supercomputing Technology Research Center, Electronics and Telecommunications Research Institute, Daejeon, South Korea","institution_ids":["https://openalex.org/I142401562"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101757707"],"corresponding_institution_ids":["https://openalex.org/I142401562"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"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":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9939000010490417,"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/computer-science","display_name":"Computer science","score":0.8756705522537231},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7995826005935669},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.6839357018470764},{"id":"https://openalex.org/keywords/asynchronous-communication","display_name":"Asynchronous communication","score":0.5803406238555908},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.5696361660957336},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5673259496688843},{"id":"https://openalex.org/keywords/distributed-shared-memory","display_name":"Distributed shared memory","score":0.5488107204437256},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5409882664680481},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.4698798954486847},{"id":"https://openalex.org/keywords/memory-model","display_name":"Memory model","score":0.46787142753601074},{"id":"https://openalex.org/keywords/lock","display_name":"Lock (firearm)","score":0.4536029100418091},{"id":"https://openalex.org/keywords/shared-memory","display_name":"Shared memory","score":0.4215439260005951},{"id":"https://openalex.org/keywords/uniform-memory-access","display_name":"Uniform memory access","score":0.4190864562988281},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3740919828414917},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33449262380599976},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3095305860042572},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2884647846221924},{"id":"https://openalex.org/keywords/memory-management","display_name":"Memory management","score":0.25713664293289185},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.18511709570884705},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.13450345396995544},{"id":"https://openalex.org/keywords/semiconductor-memory","display_name":"Semiconductor memory","score":0.10919144749641418}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8756705522537231},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7995826005935669},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.6839357018470764},{"id":"https://openalex.org/C151319957","wikidata":"https://www.wikidata.org/wiki/Q752739","display_name":"Asynchronous communication","level":2,"score":0.5803406238555908},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5696361660957336},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5673259496688843},{"id":"https://openalex.org/C39528615","wikidata":"https://www.wikidata.org/wiki/Q1229610","display_name":"Distributed shared memory","level":5,"score":0.5488107204437256},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5409882664680481},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.4698798954486847},{"id":"https://openalex.org/C12186640","wikidata":"https://www.wikidata.org/wiki/Q6815743","display_name":"Memory model","level":3,"score":0.46787142753601074},{"id":"https://openalex.org/C174839445","wikidata":"https://www.wikidata.org/wiki/Q1134386","display_name":"Lock (firearm)","level":2,"score":0.4536029100418091},{"id":"https://openalex.org/C133875982","wikidata":"https://www.wikidata.org/wiki/Q764810","display_name":"Shared memory","level":2,"score":0.4215439260005951},{"id":"https://openalex.org/C51290061","wikidata":"https://www.wikidata.org/wiki/Q1936765","display_name":"Uniform memory access","level":4,"score":0.4190864562988281},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3740919828414917},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33449262380599976},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3095305860042572},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2884647846221924},{"id":"https://openalex.org/C176649486","wikidata":"https://www.wikidata.org/wiki/Q2308807","display_name":"Memory management","level":3,"score":0.25713664293289185},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.18511709570884705},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.13450345396995544},{"id":"https://openalex.org/C98986596","wikidata":"https://www.wikidata.org/wiki/Q1143031","display_name":"Semiconductor memory","level":2,"score":0.10919144749641418},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iceic51217.2021.9369801","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceic51217.2021.9369801","pdf_url":null,"source":{"id":"https://openalex.org/S4306498844","display_name":"2021 International Conference on Electronics, Information, and Communication (ICEIC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 International Conference on Electronics, Information, and Communication (ICEIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.44999998807907104,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G3617446760","display_name":null,"funder_award_id":"2016-0-00087","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G4949771102","display_name":null,"funder_award_id":"2020M3H6A1084857","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2117539524","https://openalex.org/W2168231600","https://openalex.org/W2271840356","https://openalex.org/W2402144811","https://openalex.org/W2775423768","https://openalex.org/W2800893679","https://openalex.org/W2901299441","https://openalex.org/W2919115771","https://openalex.org/W2953384591","https://openalex.org/W3103606447","https://openalex.org/W6677651945","https://openalex.org/W6684859321","https://openalex.org/W6713134421"],"related_works":["https://openalex.org/W4317827391","https://openalex.org/W40577698","https://openalex.org/W2182797201","https://openalex.org/W4233212676","https://openalex.org/W2186451538","https://openalex.org/W1496676675","https://openalex.org/W2124489231","https://openalex.org/W2078898826","https://openalex.org/W1839004754","https://openalex.org/W1965261831"],"abstract_inverted_index":{"Communication":[0],"overhead":[1,20],"among":[2],"the":[3,22,54,94,111,122,129],"distributed":[4,29,48,136],"training":[5,130],"workers":[6],"can":[7,92],"be":[8],"a":[9,47,73],"performance":[10],"bottleneck":[11],"in":[12],"large-scale":[13,133],"deep":[14,30,49],"neural":[15],"network":[16],"(DNN)":[17],"training.":[18,137],"This":[19],"prevents":[21],"rapid":[23],"development":[24],"of":[25,82,114,132],"high-performance":[26],"DNNs,":[27],"so":[28],"learning":[31,50],"frameworks":[32],"should":[33],"provide":[34],"efficient":[35],"parameter":[36,95,107],"sharing":[37],"techniques.":[38],"In":[39,60],"previous":[40,123],"work,":[41],"we":[42,63],"proposed":[43],"TFSM":[44,67,91,120,124],"that":[45,118],"is":[46,72],"framework":[51,58,78],"based":[52,68],"on":[53,69],"remote":[55],"shared":[56,75,99],"memory":[57,76,83,100],"(SMB).":[59],"this":[61],"paper,":[62],"propose":[64],"an":[65],"upgraded":[66],"SMB2.":[70,115],"SMB2":[71],"scalable":[74],"buffer":[77],"which":[79],"provides":[80],"scalability":[81],"server,":[84],"lock":[85,112],"function,":[86],"and":[87,98,125],"user-level":[88],"implementation.":[89],"SMB2-based":[90,119],"extends":[93],"I/O":[96],"bandwidth":[97],"capacity.":[101],"It":[102],"also":[103],"uses":[104],"modified":[105],"asynchronous":[106],"update":[108],"method":[109],"using":[110],"function":[113],"We":[116],"verified":[117],"outperforms":[121],"TensorFlow":[126],"by":[127],"measuring":[128],"throughput":[131],"DNNs":[134],"during":[135]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
