{"id":"https://openalex.org/W3204737618","doi":"https://doi.org/10.1145/3469847","title":"Polyhedral-Based Compilation Framework for In-Memory Neural Network Accelerators","display_name":"Polyhedral-Based Compilation Framework for In-Memory Neural Network Accelerators","publication_year":2021,"publication_date":"2021-09-29","ids":{"openalex":"https://openalex.org/W3204737618","doi":"https://doi.org/10.1145/3469847","mag":"3204737618"},"language":"en","primary_location":{"id":"doi:10.1145/3469847","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3469847","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3469847","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":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3469847","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101477195","display_name":"Jianhui Han","orcid":"https://orcid.org/0000-0002-8705-134X"},"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":"Jianhui Han","raw_affiliation_strings":["Tsinghua University, Haidian, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University, Haidian, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100660008","display_name":"Xiang Fei","orcid":"https://orcid.org/0000-0002-9549-612X"},"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":"Xiang Fei","raw_affiliation_strings":["Tsinghua University, Haidian, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University, Haidian, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101675930","display_name":"Zhaolin Li","orcid":"https://orcid.org/0000-0002-7902-7518"},"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":"Zhaolin Li","raw_affiliation_strings":["Tsinghua University, Haidian, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University, Haidian, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016596981","display_name":"Youhui Zhang","orcid":"https://orcid.org/0000-0003-2333-3580"},"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":"Youhui Zhang","raw_affiliation_strings":["Tsinghua University, Haidian, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tsinghua University, Haidian, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":0.5621,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.62525407,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"18","issue":"1","first_page":"1","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","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/T10502","display_name":"Advanced Memory and Neural Computing","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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9994000196456909,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9983000159263611,"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":0.8251266479492188},{"id":"https://openalex.org/keywords/memristor","display_name":"Memristor","score":0.6793883442878723},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.6078261733055115},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5934721231460571},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.5597427487373352},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.5479384660720825},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5189575552940369},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.4892408847808838},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.471809983253479},{"id":"https://openalex.org/keywords/generality","display_name":"Generality","score":0.4352438747882843},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.32909584045410156},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.2625716030597687},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24485871195793152},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.19467037916183472}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8251266479492188},{"id":"https://openalex.org/C150072547","wikidata":"https://www.wikidata.org/wiki/Q212923","display_name":"Memristor","level":2,"score":0.6793883442878723},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.6078261733055115},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5934721231460571},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.5597427487373352},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.5479384660720825},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5189575552940369},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.4892408847808838},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.471809983253479},{"id":"https://openalex.org/C2780767217","wikidata":"https://www.wikidata.org/wiki/Q5532421","display_name":"Generality","level":2,"score":0.4352438747882843},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.32909584045410156},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2625716030597687},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24485871195793152},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.19467037916183472},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3469847","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3469847","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3469847","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"}],"best_oa_location":{"id":"doi:10.1145/3469847","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3469847","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3469847","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"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5}],"awards":[{"id":"https://openalex.org/G330528761","display_name":null,"funder_award_id":"2020YFB1600200","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6132722138","display_name":"\u7c7b\u8111\u8ba1\u7b97\u7cfb\u7edf\u5c42\u6b21\u7ed3\u6784\u4e0e\u5b8c\u5907\u6027\u7814\u7a76","funder_award_id":"62072266","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7235082829","display_name":null,"funder_award_id":"62072266 and 62050340","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G989818832","display_name":null,"funder_award_id":"62050340","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327539","display_name":"Beijing Innovation Center for Future Chip","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3204737618.pdf","grobid_xml":"https://content.openalex.org/works/W3204737618.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W2010202670","https://openalex.org/W2014402164","https://openalex.org/W2048266589","https://openalex.org/W2077143534","https://openalex.org/W2194775991","https://openalex.org/W2285660444","https://openalex.org/W2396622873","https://openalex.org/W2399958287","https://openalex.org/W2402144811","https://openalex.org/W2442974303","https://openalex.org/W2508602506","https://openalex.org/W2518281301","https://openalex.org/W2613989746","https://openalex.org/W2627034335","https://openalex.org/W2802367674","https://openalex.org/W2809171749","https://openalex.org/W2899868573","https://openalex.org/W2902501132","https://openalex.org/W2905135312","https://openalex.org/W2912296468","https://openalex.org/W2913104037","https://openalex.org/W2913431662","https://openalex.org/W2925767305","https://openalex.org/W2944898315","https://openalex.org/W2949989598","https://openalex.org/W2952075007","https://openalex.org/W2953212265","https://openalex.org/W2996781237","https://openalex.org/W2997238241","https://openalex.org/W2997375145","https://openalex.org/W3008874165","https://openalex.org/W3031771821","https://openalex.org/W3103148960","https://openalex.org/W3151489216","https://openalex.org/W4255653201"],"related_works":["https://openalex.org/W1534022569","https://openalex.org/W1517776641","https://openalex.org/W2242574529","https://openalex.org/W1572523360","https://openalex.org/W26297114","https://openalex.org/W1505529854","https://openalex.org/W1505711846","https://openalex.org/W4321466422","https://openalex.org/W2484518614","https://openalex.org/W2039534605"],"abstract_inverted_index":{"Memristor-based":[0],"processing-in-memory":[1],"architecture":[2],"is":[3,28],"a":[4,54],"promising":[5],"solution":[6],"to":[7,39,88,97,105],"the":[8,12,23,29,40,76,83,99,102,123,131,163,166,176,181],"memory":[9],"bottleneck":[10],"in":[11,101],"neural":[13],"network":[14],"(":[15],"NN":[16,34,61,72,103,119],")":[17],"processing.":[18],"A":[19],"major":[20],"challenge":[21],"for":[22,58,94,109],"programmability":[24],"of":[25,32,70,82,173,183],"such":[26,59],"architectures":[27,139],"automatic":[30,66],"compilation":[31,56,157],"high-level":[33],"workloads,":[35],"from":[36],"various":[37,145],"operators":[38,73],"memristor-based":[41,60,138],"hardware":[42,107],"that":[43,122,152,159],"may":[44],"provide":[45],"programming":[46],"interfaces":[47],"with":[48,154,175],"different":[49],"granularities.":[50],"This":[51],"article":[52],"proposes":[53],"source-to-source":[55],"framework":[57,125],"accelerators,":[62],"which":[63,179],"can":[64,126,168],"conduct":[65],"detection":[67],"and":[68,78,118,129],"mapping":[69],"multiple":[71],"based":[74,114],"on":[75,115,136],"flexible":[77],"rich":[79],"representation":[80],"capability":[81],"polyhedral":[84],"model.":[85],"In":[86],"contrast":[87],"previous":[89],"studies,":[90],"it":[91],"implements":[92],"support":[93,162],"pipeline":[95],"generation":[96],"exploit":[98],"parallelism":[100],"loads":[104],"leverage":[106],"resources":[108],"higher":[110],"efficiency.":[111],"The":[112,148],"evaluation":[113,149],"synthetic":[116],"kernels":[117],"benchmarks":[120],"demonstrates":[121,151],"proposed":[124],"reliably":[127],"detect":[128],"map":[130],"target":[132],"operators.":[133],"Case":[134],"studies":[135],"typical":[137],"also":[140],"show":[141],"its":[142],"generality":[143],"over":[144],"architectural":[146],"designs.":[147],"further":[150],"compared":[153],"existing":[155],"polyhedral-based":[156],"frameworks":[158],"do":[160],"not":[161],"pipelined":[164,177],"execution,":[165,178],"performance":[167],"upgrade":[169],"by":[170],"an":[171],"order":[172],"magnitude":[174],"emphasizes":[180],"necessity":[182],"our":[184],"improvement.":[185]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
