{"id":"https://openalex.org/W3006306922","doi":"https://doi.org/10.1145/3393669","title":"Hardware and Software Co-optimization for the Initialization Failure of the ReRAM-based Cross-bar Array","display_name":"Hardware and Software Co-optimization for the Initialization Failure of the ReRAM-based Cross-bar Array","publication_year":2020,"publication_date":"2020-07-07","ids":{"openalex":"https://openalex.org/W3006306922","doi":"https://doi.org/10.1145/3393669","mag":"3006306922"},"language":"en","primary_location":{"id":"doi:10.1145/3393669","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3393669","pdf_url":null,"source":{"id":"https://openalex.org/S96198239","display_name":"ACM Journal on Emerging Technologies in Computing Systems","issn_l":"1550-4832","issn":["1550-4832","1550-4840"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Journal on Emerging Technologies in Computing Systems","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2002.04605","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100600319","display_name":"Young\u2010Seok Kim","orcid":"https://orcid.org/0000-0002-8486-9162"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Youngseok Kim","raw_affiliation_strings":["IBM Research, Albany, NY 12203, USA"],"raw_orcid":"https://orcid.org/0000-0002-8486-9162","affiliations":[{"raw_affiliation_string":"IBM Research, Albany, NY 12203, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100417274","display_name":"Seyoung Kim","orcid":"https://orcid.org/0000-0002-0408-1165"},"institutions":[{"id":"https://openalex.org/I123900574","display_name":"Pohang University of Science and Technology","ror":"https://ror.org/04xysgw12","country_code":"KR","type":"education","lineage":["https://openalex.org/I123900574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seyoung Kim","raw_affiliation_strings":["Department of Materials Science and Engineering, POSTECH, Pohang, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Materials Science and Engineering, POSTECH, Pohang, South Korea","institution_ids":["https://openalex.org/I123900574"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110266791","display_name":"Chun-Chen Yeh","orcid":null},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chun-Chen Yeh","raw_affiliation_strings":["IBM Research, Albany, NY 12203, USA and IBM Thomas J. Watson Research Center, Yorktown Heights, NY 10598, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM Research, Albany, NY 12203, USA and IBM Thomas J. Watson Research Center, Yorktown Heights, NY 10598, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051232628","display_name":"Vijay Narayanan","orcid":"https://orcid.org/0009-0008-8433-963X"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vijay Narayanan","raw_affiliation_strings":["IBM Thomas J. Watson Research Center, Yorktown Heights, NY 10598, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM Thomas J. Watson Research Center, Yorktown Heights, NY 10598, USA","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078440061","display_name":"Jungwook Choi","orcid":"https://orcid.org/0000-0002-3075-8694"},"institutions":[{"id":"https://openalex.org/I4575257","display_name":"Hanyang University","ror":"https://ror.org/046865y68","country_code":"KR","type":"education","lineage":["https://openalex.org/I4575257"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jungwook Choi","raw_affiliation_strings":["Department of Electronic Engineering, Hanyang University, Seoul, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Hanyang University, Seoul, South Korea","institution_ids":["https://openalex.org/I4575257"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1041,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.40000807,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"16","issue":"4","first_page":"1","last_page":"19"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9997000098228455,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9997000098228455,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9983999729156494,"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/T10207","display_name":"Advanced biosensing and bioanalysis techniques","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.896307110786438},{"id":"https://openalex.org/keywords/resistive-random-access-memory","display_name":"Resistive random-access memory","score":0.7261753678321838},{"id":"https://openalex.org/keywords/bar","display_name":"Bar (unit)","score":0.7069763541221619},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5546172261238098},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5289875268936157},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.40029531717300415},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22236141562461853},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.22032475471496582},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14479762315750122},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1267290711402893},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.11397206783294678}],"concepts":[{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.896307110786438},{"id":"https://openalex.org/C182019814","wikidata":"https://www.wikidata.org/wiki/Q1143830","display_name":"Resistive random-access memory","level":3,"score":0.7261753678321838},{"id":"https://openalex.org/C188721877","wikidata":"https://www.wikidata.org/wiki/Q103510","display_name":"Bar (unit)","level":2,"score":0.7069763541221619},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5546172261238098},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5289875268936157},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.40029531717300415},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22236141562461853},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.22032475471496582},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14479762315750122},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1267290711402893},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.11397206783294678},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3393669","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3393669","pdf_url":null,"source":{"id":"https://openalex.org/S96198239","display_name":"ACM Journal on Emerging Technologies in Computing Systems","issn_l":"1550-4832","issn":["1550-4832","1550-4840"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Journal on Emerging Technologies in Computing Systems","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2002.04605","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2002.04605","pdf_url":"https://arxiv.org/pdf/2002.04605","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2002.04605","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2002.04605","pdf_url":"https://arxiv.org/pdf/2002.04605","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1971319818","https://openalex.org/W1994156934","https://openalex.org/W2008709920","https://openalex.org/W2034876082","https://openalex.org/W2059489675","https://openalex.org/W2108763968","https://openalex.org/W2112009195","https://openalex.org/W2194775991","https://openalex.org/W2300242332","https://openalex.org/W2302255633","https://openalex.org/W2307193480","https://openalex.org/W2319920447","https://openalex.org/W2469490737","https://openalex.org/W2508602506","https://openalex.org/W2518281301","https://openalex.org/W2540697258","https://openalex.org/W2613533325","https://openalex.org/W2613989746","https://openalex.org/W2707074415","https://openalex.org/W2768104155","https://openalex.org/W2775771159","https://openalex.org/W2778345336","https://openalex.org/W2786771851","https://openalex.org/W2803163155","https://openalex.org/W2805354944","https://openalex.org/W2811080765","https://openalex.org/W2883775927","https://openalex.org/W2896122000","https://openalex.org/W2913071218","https://openalex.org/W2914252251","https://openalex.org/W2952426429","https://openalex.org/W2963387357","https://openalex.org/W2963403664","https://openalex.org/W2980034233","https://openalex.org/W3208968887"],"related_works":["https://openalex.org/W3204184292","https://openalex.org/W2545245183","https://openalex.org/W2054635671","https://openalex.org/W3176564347","https://openalex.org/W1985458517","https://openalex.org/W2355833770","https://openalex.org/W2017425642","https://openalex.org/W2350916061","https://openalex.org/W2075768084","https://openalex.org/W2934597797"],"abstract_inverted_index":{"Recent":[0],"advances":[1],"in":[2,194],"deep":[3,35],"neural":[4],"network":[5],"demand":[6],"more":[7,157],"than":[8],"millions":[9],"of":[10,32,52,69,77,125,137],"parameters":[11],"to":[12,73,132,167,173,188],"handle":[13],"and":[14,58,109,129,184],"mandate":[15],"the":[16,33,45,50,53,62,67,74,78,84,106,121,126,135,144,149,154,160,169,174,182,195],"high-performance":[17],"computing":[18,42],"resources":[19],"with":[20,190],"improved":[21],"efficiency.":[22],"The":[23],"cross-bar":[24,81,196],"array":[25],"architecture":[26],"has":[27],"been":[28],"considered":[29],"as":[30],"one":[31],"promising":[34],"learning":[36],"architectures":[37],"that":[38,113,153],"shows":[39],"a":[40,98],"significant":[41],"gain":[43],"over":[44],"conventional":[46,85],"processors.":[47],"To":[48],"investigate":[49],"feasibility":[51],"architecture,":[54],"we":[55,65,151],"examine":[56],"non-idealities":[57],"their":[59],"impact":[60,68,100],"on":[61,101,159,181],"performance.":[63],"Specifically,":[64],"study":[66,178],"failed":[70,127,175],"cells":[71,128],"due":[72,172],"initialization":[75,162],"process":[76],"resistive":[79],"memory-based":[80],"array.":[82,197],"Unlike":[83],"memory":[86,89],"array,":[87],"individual":[88],"elements":[90],"cannot":[91],"be":[92],"rerouted":[93],"and,":[94],"thus,":[95],"may":[96],"have":[97],"critical":[99],"model":[102,155],"accuracy.":[103],"We":[104],"categorize":[105],"possible":[107,122],"failures":[108,193],"propose":[110],"hardware":[111,118,183],"implementation":[112],"minimizes":[114],"catastrophic":[115,192],"failures.":[116],"Such":[117],"optimization":[119],"bounds":[120],"logical":[123],"value":[124],"allows":[130],"us":[131],"compensate":[133],"for":[134],"loss":[136],"accuracy":[138],"via":[139],"off-line":[140],"training.":[141],"By":[142],"introducing":[143],"random":[145],"weight":[146],"defects":[147],"during":[148],"training,":[150],"show":[152],"becomes":[156],"resilient":[158],"device":[161],"failures,":[163],"therefore,":[164],"less":[165],"prone":[166],"degrade":[168],"inference":[170],"performance":[171],"devices.":[176],"Our":[177],"sheds":[179],"light":[180],"software":[185],"co-optimization":[186],"procedure":[187],"cope":[189],"potentially":[191]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2020-02-24T00:00:00"}
