{"id":"https://openalex.org/W3165496504","doi":"https://doi.org/10.1145/3460227","title":"Simba","display_name":"Simba","publication_year":2021,"publication_date":"2021-05-24","ids":{"openalex":"https://openalex.org/W3165496504","doi":"https://doi.org/10.1145/3460227","mag":"3165496504"},"language":"en","primary_location":{"id":"doi:10.1145/3460227","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3460227","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3460227","source":{"id":"https://openalex.org/S103482838","display_name":"Communications of the ACM","issn_l":"0001-0782","issn":["0001-0782","1557-7317"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications of the ACM","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3460227","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008683881","display_name":"Yakun Sophia Shao","orcid":"https://orcid.org/0000-0003-1811-5407"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]},{"id":"https://openalex.org/I134446601","display_name":"Berkeley College","ror":"https://ror.org/02xewxa75","country_code":"US","type":"education","lineage":["https://openalex.org/I134446601"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yakun Sophia Shao","raw_affiliation_strings":["UC Berkeley, CA"],"affiliations":[{"raw_affiliation_string":"UC Berkeley, CA","institution_ids":["https://openalex.org/I134446601","https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109503035","display_name":"Jason Cemons","orcid":null},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jason Cemons","raw_affiliation_strings":["NVIDIA, Austin, TX"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Austin, TX","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045219356","display_name":"Rangharajan Venkatesan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rangharajan Venkatesan","raw_affiliation_strings":["NVIDIA, Santa Clara, CA"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Santa Clara, CA","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042467215","display_name":"Brian Zimmer","orcid":"https://orcid.org/0000-0001-9997-3141"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brian Zimmer","raw_affiliation_strings":["NVIDIA, Santa Clara, CA"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Santa Clara, CA","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087082539","display_name":"Matthew Fojtik","orcid":"https://orcid.org/0000-0003-3138-9293"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew Fojtik","raw_affiliation_strings":["NVIDIA, Durham, NC"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Durham, NC","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101452819","display_name":"Nan Jiang","orcid":"https://orcid.org/0000-0001-6014-299X"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nan Jiang","raw_affiliation_strings":["NVIDIA, Westford, MA"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Westford, MA","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001800455","display_name":"Ben Keller","orcid":"https://orcid.org/0000-0002-8117-1412"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ben Keller","raw_affiliation_strings":["NVIDIA, Santa Clara, CA"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Santa Clara, CA","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009735174","display_name":"Alicia Klinefelter","orcid":"https://orcid.org/0000-0002-0149-0393"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alicia Klinefelter","raw_affiliation_strings":["NVIDIA, Durham, NC"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Durham, NC","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050270997","display_name":"Nathaniel Pinckney","orcid":"https://orcid.org/0000-0001-6159-8964"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nathaniel Pinckney","raw_affiliation_strings":["NVIDIA, Austin, TX"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Austin, TX","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029554261","display_name":"Priyanka Raina","orcid":"https://orcid.org/0000-0002-8834-8663"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Priyanka Raina","raw_affiliation_strings":["Stanford University, Stanford, CA"],"affiliations":[{"raw_affiliation_string":"Stanford University, Stanford, CA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102966476","display_name":"Stephen G. Tell","orcid":"https://orcid.org/0000-0002-2166-1452"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stephen G. Tell","raw_affiliation_strings":["NVIDIA, Durham, NC"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Durham, NC","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100612105","display_name":"Yanqing Zhang","orcid":"https://orcid.org/0000-0003-2349-1925"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yanqing Zhang","raw_affiliation_strings":["NVIDIA, Santa Clara, CA"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Santa Clara, CA","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084342236","display_name":"William J. Dally","orcid":"https://orcid.org/0000-0003-4632-2876"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]},{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"William J. Dally","raw_affiliation_strings":["NVIDIA, Incline Village, NV, USA/Stanford University, Stanford, CA"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Incline Village, NV, USA/Stanford University, Stanford, CA","institution_ids":["https://openalex.org/I4210127875","https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024384625","display_name":"Joel Emer","orcid":null},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joel Emer","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, MA/NVIDIA, Westford, TX"],"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, MA/NVIDIA, Westford, TX","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069026297","display_name":"C. Thomas Gray","orcid":"https://orcid.org/0000-0002-5137-5617"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"C. Thomas Gray","raw_affiliation_strings":["NVIDIA, Durham, NC"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Durham, NC","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010156116","display_name":"Brucek Khailany","orcid":"https://orcid.org/0000-0002-7584-3489"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brucek Khailany","raw_affiliation_strings":["NVIDIA, Austin, TX"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Austin, TX","institution_ids":["https://openalex.org/I4210127875"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063354509","display_name":"Stephen W. Keckler","orcid":"https://orcid.org/0000-0001-6701-6099"},"institutions":[{"id":"https://openalex.org/I4210127875","display_name":"Nvidia (United States)","ror":"https://ror.org/03jdj4y14","country_code":"US","type":"company","lineage":["https://openalex.org/I4210127875"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stephen W. Keckler","raw_affiliation_strings":["NVIDIA, Austin, TX"],"affiliations":[{"raw_affiliation_string":"NVIDIA, Austin, TX","institution_ids":["https://openalex.org/I4210127875"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":17,"corresponding_author_ids":["https://openalex.org/A5008683881"],"corresponding_institution_ids":["https://openalex.org/I134446601","https://openalex.org/I95457486"],"apc_list":null,"apc_paid":null,"fwci":1.2596,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.81738031,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"64","issue":"6","first_page":"107","last_page":"116"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9991999864578247,"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":0.9987999796867371,"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":0.8274717330932617},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.7043289542198181},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5646154880523682},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4962471127510071},{"id":"https://openalex.org/keywords/chip","display_name":"Chip","score":0.41328728199005127},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3724486231803894},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3573191165924072},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3339046239852905},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.32608070969581604},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.3223811984062195},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10153931379318237},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.08742198348045349}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8274717330932617},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.7043289542198181},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5646154880523682},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4962471127510071},{"id":"https://openalex.org/C165005293","wikidata":"https://www.wikidata.org/wiki/Q1074500","display_name":"Chip","level":2,"score":0.41328728199005127},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3724486231803894},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3573191165924072},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3339046239852905},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.32608070969581604},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3223811984062195},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10153931379318237},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.08742198348045349}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3460227","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3460227","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3460227","source":{"id":"https://openalex.org/S103482838","display_name":"Communications of the ACM","issn_l":"0001-0782","issn":["0001-0782","1557-7317"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications of the ACM","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3460227","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3460227","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3460227","source":{"id":"https://openalex.org/S103482838","display_name":"Communications of the ACM","issn_l":"0001-0782","issn":["0001-0782","1557-7317"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications of the ACM","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.46000000834465027}],"awards":[{"id":"https://openalex.org/G2366643766","display_name":null,"funder_award_id":"CRAFT","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"}],"funders":[{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3165496504.pdf","grobid_xml":"https://content.openalex.org/works/W3165496504.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W2065653320","https://openalex.org/W2100720925","https://openalex.org/W2140834004","https://openalex.org/W2152839228","https://openalex.org/W2155893237","https://openalex.org/W2194775991","https://openalex.org/W2320552075","https://openalex.org/W2442974303","https://openalex.org/W2592428089","https://openalex.org/W2606722458","https://openalex.org/W2625200202","https://openalex.org/W2625457103","https://openalex.org/W2791175999","https://openalex.org/W2791952321","https://openalex.org/W2883929540","https://openalex.org/W2935331687","https://openalex.org/W2940862705","https://openalex.org/W4240110784"],"related_works":["https://openalex.org/W2058965144","https://openalex.org/W2164382479","https://openalex.org/W98480971","https://openalex.org/W2150291671","https://openalex.org/W2027972911","https://openalex.org/W2146343568","https://openalex.org/W2013643406","https://openalex.org/W2157978810","https://openalex.org/W2597809628","https://openalex.org/W3046370962"],"abstract_inverted_index":{"Package-level":[0],"integration":[1],"using":[2,69],"multi-chip-modules":[3],"(MCMs)":[4],"is":[5,131],"a":[6,15,26,40,99,135,187],"promising":[7],"approach":[8],"for":[9,74,104],"building":[10],"large-scale":[11],"systems.":[12],"Compared":[13],"to":[14,47,121,126,133,141,166,170],"large":[16,44,82],"monolithic":[17],"die,":[18],"an":[19,78,193],"MCM":[20,102,117,130],"combines":[21],"many":[22],"smaller":[23],"chiplets":[24,45,73],"into":[25],"larger":[27],"system,":[28],"substantially":[29],"reducing":[30],"fabrication":[31],"and":[32,52,62,66,84,96,114,124,145],"design":[33],"costs.":[34],"Current":[35],"MCMs":[36,70],"typically":[37],"only":[38],"contain":[39],"handful":[41],"of":[42,68,138,190,196],"coarse-grained":[43],"due":[46],"the":[48,64,90,115,142,171],"high":[49],"area,":[50],"performance,":[51,113],"energy":[53],"overheads":[54],"associated":[55],"with":[56,71,81,186],"inter-chiplet":[57,150],"communication.":[58],"This":[59],"work":[60],"investigates":[61],"quantifies":[63],"costs":[65],"benefits":[67],"finegrained":[72],"deep":[75],"learning":[76],"inference,":[77],"application":[79],"domain":[80],"compute":[83,144],"on-chip":[85],"storage":[86,146],"requirements.":[87],"To":[88,148],"evaluate":[89],"approach,":[91],"we":[92,153],"architected,":[93],"implemented,":[94],"fabricated,":[95],"tested":[97],"Simba,":[98],"36-chiplet":[100,116],"prototype":[101],"system":[103],"deep-learning":[105],"inference.":[106],"Each":[107],"chiplet":[108],"achieves":[109,119],"4":[110],"TOPS":[111,123],"peak":[112],"package":[118],"up":[120,125,165],"128":[122],"6.1":[127],"TOPS/W.":[128],"The":[129],"configurable":[132],"support":[134],"flexible":[136],"mapping":[137],"DNN":[139],"layers":[140],"distributed":[143],"units.":[147],"mitigate":[149],"communication":[151],"overheads,":[152],"introduce":[154],"three":[155],"tiling":[156],"optimizations":[157,163],"that":[158,178],"improve":[159],"data":[160],"locality.":[161],"These":[162],"achieve":[164],"16%":[167],"speedup":[168],"compared":[169],"baseline":[172],"layer":[173],"mapping.":[174],"Our":[175],"evaluation":[176],"shows":[177],"Simba":[179],"can":[180],"process":[181],"1988":[182],"images/s":[183],"running":[184],"ResNet-50":[185],"batch":[188],"size":[189],"one,":[191],"delivering":[192],"inference":[194],"latency":[195],"0.50":[197],"ms.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2021-06-07T00:00:00"}