{"id":"https://openalex.org/W4409282609","doi":"https://doi.org/10.1145/3676536.3676715","title":"REMNA: Variation-Resilient and Energy-Efficient MLC FeFET Computing-in-Memory Using NAND Flash-Like Read and Adaptive Control","display_name":"REMNA: Variation-Resilient and Energy-Efficient MLC FeFET Computing-in-Memory Using NAND Flash-Like Read and Adaptive Control","publication_year":2024,"publication_date":"2024-10-27","ids":{"openalex":"https://openalex.org/W4409282609","doi":"https://doi.org/10.1145/3676536.3676715"},"language":"en","primary_location":{"id":"doi:10.1145/3676536.3676715","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3676536.3676715","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3676536.3676715","source":null,"license":"cc-by-nd","license_id":"https://openalex.org/licenses/cc-by-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 43rd IEEE/ACM International Conference on Computer-Aided Design","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3676536.3676715","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102894049","display_name":"Taixin Li","orcid":"https://orcid.org/0000-0001-8366-335X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Taixin Li","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8366-335X","affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042859357","display_name":"Hongtao Zhong","orcid":"https://orcid.org/0000-0003-2527-4246"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongtao Zhong","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2527-4246","affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008477208","display_name":"Yixin Xu","orcid":"https://orcid.org/0000-0001-6393-8635"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yixin Xu","raw_affiliation_strings":["The Pennsylvania State University, University Park, USA"],"raw_orcid":"https://orcid.org/0000-0001-6393-8635","affiliations":[{"raw_affiliation_string":"The Pennsylvania State University, University Park, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101919131","display_name":"Vijaykrishnan Narayanan","orcid":"https://orcid.org/0000-0001-6266-6068"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vijaykrishnan Narayanan","raw_affiliation_strings":["The Pennsylvania State University, University Park, USA"],"raw_orcid":"https://orcid.org/0000-0001-6266-6068","affiliations":[{"raw_affiliation_string":"The Pennsylvania State University, University Park, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075633314","display_name":"Kai Ni","orcid":"https://orcid.org/0000-0002-3628-3431"},"institutions":[{"id":"https://openalex.org/I107639228","display_name":"University of Notre Dame","ror":"https://ror.org/00mkhxb43","country_code":"US","type":"education","lineage":["https://openalex.org/I107639228"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kai Ni","raw_affiliation_strings":["University of Notre Dame, Notre Dame, USA"],"raw_orcid":"https://orcid.org/0000-0002-3628-3431","affiliations":[{"raw_affiliation_string":"University of Notre Dame, Notre Dame, USA","institution_ids":["https://openalex.org/I107639228"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023755254","display_name":"Huazhong Yang","orcid":"https://orcid.org/0000-0003-2421-353X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huazhong Yang","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2421-353X","affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079324627","display_name":"Thomas K\u00e4mpfe","orcid":"https://orcid.org/0000-0002-4672-8676"},"institutions":[{"id":"https://openalex.org/I4210110247","display_name":"Fraunhofer Institute for Photonic Microsystems","ror":"https://ror.org/020n3fw10","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210110247","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thomas K\u00e4mpfe","raw_affiliation_strings":["Fraunhofer IPMS, Dresden, Germany"],"raw_orcid":"https://orcid.org/0000-0002-4672-8676","affiliations":[{"raw_affiliation_string":"Fraunhofer IPMS, Dresden, Germany","institution_ids":["https://openalex.org/I4210110247"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100764674","display_name":"Xueqing Li","orcid":"https://orcid.org/0000-0002-8051-3345"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueqing Li","raw_affiliation_strings":["Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8051-3345","affiliations":[{"raw_affiliation_string":"Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5569,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.68371149,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":1.0,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":1.0,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9998000264167786,"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/T10472","display_name":"Semiconductor materials and devices","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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7288858890533447},{"id":"https://openalex.org/keywords/nand-gate","display_name":"NAND gate","score":0.6712003946304321},{"id":"https://openalex.org/keywords/flash","display_name":"Flash (photography)","score":0.5898658633232117},{"id":"https://openalex.org/keywords/flash-memory","display_name":"Flash memory","score":0.5720754861831665},{"id":"https://openalex.org/keywords/non-volatile-memory","display_name":"Non-volatile memory","score":0.4965534806251526},{"id":"https://openalex.org/keywords/variation","display_name":"Variation (astronomy)","score":0.4961856007575989},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.41021373867988586},{"id":"https://openalex.org/keywords/logic-gate","display_name":"Logic gate","score":0.3031263053417206},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.3012920022010803},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.07716503739356995}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7288858890533447},{"id":"https://openalex.org/C124296912","wikidata":"https://www.wikidata.org/wiki/Q575178","display_name":"NAND gate","level":3,"score":0.6712003946304321},{"id":"https://openalex.org/C2777526259","wikidata":"https://www.wikidata.org/wiki/Q221836","display_name":"Flash (photography)","level":2,"score":0.5898658633232117},{"id":"https://openalex.org/C2776531357","wikidata":"https://www.wikidata.org/wiki/Q174077","display_name":"Flash memory","level":2,"score":0.5720754861831665},{"id":"https://openalex.org/C177950962","wikidata":"https://www.wikidata.org/wiki/Q10997658","display_name":"Non-volatile memory","level":2,"score":0.4965534806251526},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.4961856007575989},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.41021373867988586},{"id":"https://openalex.org/C131017901","wikidata":"https://www.wikidata.org/wiki/Q170451","display_name":"Logic gate","level":2,"score":0.3031263053417206},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.3012920022010803},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.07716503739356995},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3676536.3676715","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3676536.3676715","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3676536.3676715","source":null,"license":"cc-by-nd","license_id":"https://openalex.org/licenses/cc-by-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 43rd IEEE/ACM International Conference on Computer-Aided Design","raw_type":"proceedings-article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/488646","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/488646","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":"conference paper"}],"best_oa_location":{"id":"doi:10.1145/3676536.3676715","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3676536.3676715","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3676536.3676715","source":null,"license":"cc-by-nd","license_id":"https://openalex.org/licenses/cc-by-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 43rd IEEE/ACM International Conference on Computer-Aided Design","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8600000143051147,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G1436115020","display_name":null,"funder_award_id":"U21B2030","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1886920970","display_name":null,"funder_award_id":"2019YFA0706100","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G3605237630","display_name":null,"funder_award_id":"2008365","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G592674930","display_name":null,"funder_award_id":"2312886","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6226410015","display_name":null,"funder_award_id":"92264204","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409282609.pdf","grobid_xml":"https://content.openalex.org/works/W4409282609.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W614956578","https://openalex.org/W2048803031","https://openalex.org/W2291078588","https://openalex.org/W2785141883","https://openalex.org/W2886146119","https://openalex.org/W3005619596","https://openalex.org/W3013057754","https://openalex.org/W3013080934","https://openalex.org/W3018945530","https://openalex.org/W3038698523","https://openalex.org/W3039362986","https://openalex.org/W3121647714","https://openalex.org/W3126503310","https://openalex.org/W3134703406","https://openalex.org/W3136522402","https://openalex.org/W3145277244","https://openalex.org/W3186271703","https://openalex.org/W3186440694","https://openalex.org/W3208276235","https://openalex.org/W4226070038","https://openalex.org/W4226111665","https://openalex.org/W4242473664","https://openalex.org/W4285173196","https://openalex.org/W4293024037","https://openalex.org/W4324125322","https://openalex.org/W4361787200","https://openalex.org/W4385192576","https://openalex.org/W4386767094","https://openalex.org/W4387250224","https://openalex.org/W4387492098","https://openalex.org/W4392746366","https://openalex.org/W4393145114","https://openalex.org/W4401568064","https://openalex.org/W4401879935","https://openalex.org/W4408183178","https://openalex.org/W6600955100"],"related_works":["https://openalex.org/W2054139911","https://openalex.org/W1577524679","https://openalex.org/W2162027152","https://openalex.org/W2489439822","https://openalex.org/W3165307257","https://openalex.org/W2116397085","https://openalex.org/W2515312339","https://openalex.org/W2535372975","https://openalex.org/W2145098804","https://openalex.org/W4237143391"],"abstract_inverted_index":{"Nonvolatile":[0],"memory":[1],"(NVM)-based":[2],"computing-in-memory":[3],"(CiM)":[4],"has":[5,105],"shown":[6],"promising":[7],"prospects":[8],"in":[9,110],"deep":[10],"neural":[11],"network":[12],"(DNN)":[13],"inference":[14,98],"at":[15],"the":[16,80,92,95],"edge":[17],"thanks":[18],"to":[19,51],"its":[20],"nonvolatility":[21],"and":[22,39,60,76,88,102],"high":[23],"density.":[24,41],"Moreover,":[25],"most":[26],"NVMs":[27],"support":[28],"multi-level":[29],"cell":[30],"(MLC)":[31],"storage,":[32],"which":[33],"can":[34],"further":[35],"boost":[36],"energy":[37],"efficiency":[38],"storage":[40,100],"However,":[42],"MLC":[43],"NVM-based":[44,111],"CiMs":[45],"suffer":[46],"from":[47,83],"degraded":[48],"accuracy":[49],"due":[50],"device":[52],"nonidealities,":[53],"including":[54],"large":[55],"variations,":[56],"nonlinear":[57],"current":[58],"distribution,":[59],"state":[61],"drifts.":[62],"Although":[63],"prior":[64],"works":[65],"have":[66],"explored":[67],"various":[68],"mitigation":[69],"measures,":[70],"such":[71],"as":[72],"hybrid":[73],"SLC/MLC,":[74],"write-and-verify,":[75],"local":[77],"recovery":[78],"units,":[79],"substantial":[81],"costs":[82],"software":[84],"support,":[85],"energy,":[86],"latency,":[87],"area":[89],"still":[90],"limit":[91],"performance.":[93],"Therefore,":[94],"tradeoff":[96],"between":[97],"accuracy,":[99],"density":[101,104],"compute":[103],"become":[106],"a":[107],"vital":[108],"challenge":[109],"CiMs.":[112]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
