{"id":"https://openalex.org/W4396909834","doi":"https://doi.org/10.1109/jssc.2024.3397189","title":"Ayaka: A Versatile Transformer Accelerator With Low-Rank Estimation and Heterogeneous Dataflow","display_name":"Ayaka: A Versatile Transformer Accelerator With Low-Rank Estimation and Heterogeneous Dataflow","publication_year":2024,"publication_date":"2024-05-14","ids":{"openalex":"https://openalex.org/W4396909834","doi":"https://doi.org/10.1109/jssc.2024.3397189"},"language":"en","primary_location":{"id":"doi:10.1109/jssc.2024.3397189","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jssc.2024.3397189","pdf_url":null,"source":{"id":"https://openalex.org/S83637746","display_name":"IEEE Journal of Solid-State Circuits","issn_l":"0018-9200","issn":["0018-9200","1558-173X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Solid-State Circuits","raw_type":"journal-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/A5071432313","display_name":"Yubin Qin","orcid":"https://orcid.org/0000-0001-5530-5416"},"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":"Yubin Qin","raw_affiliation_strings":["School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5530-5416","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021484887","display_name":"Yang Wang","orcid":"https://orcid.org/0000-0002-8293-8881"},"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":"Yang Wang","raw_affiliation_strings":["School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8293-8881","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037648551","display_name":"Dazheng Deng","orcid":"https://orcid.org/0009-0006-4229-4985"},"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":"Dazheng Deng","raw_affiliation_strings":["School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101975562","display_name":"Xiaolong Yang","orcid":"https://orcid.org/0009-0003-0105-8351"},"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":"Xiaolong Yang","raw_affiliation_strings":["School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101935571","display_name":"Zhiren Zhao","orcid":"https://orcid.org/0009-0007-6074-7324"},"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":"Zhiren Zhao","raw_affiliation_strings":["School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114160786","display_name":"Yang Zhou","orcid":null},"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":"Yang Zhou","raw_affiliation_strings":["School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054456301","display_name":"Yuanqi Fan","orcid":null},"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":"Yuanqi Fan","raw_affiliation_strings":["School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084439869","display_name":"Jingchuan Wei","orcid":"https://orcid.org/0000-0001-5869-9094"},"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":"Jingchuan Wei","raw_affiliation_strings":["School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5869-9094","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068842220","display_name":"Tianbao Chen","orcid":"https://orcid.org/0000-0001-8011-9260"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tianbao Chen","raw_affiliation_strings":["TsingMicro Technology, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TsingMicro Technology, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100358856","display_name":"Leibo Liu","orcid":"https://orcid.org/0000-0001-7548-4116"},"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":"Leibo Liu","raw_affiliation_strings":["School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-7548-4116","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036023084","display_name":"Shaojun Wei","orcid":"https://orcid.org/0000-0001-5117-7920"},"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":"Shaojun Wei","raw_affiliation_strings":["School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5117-7920","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066434078","display_name":"Yang Hu","orcid":"https://orcid.org/0000-0001-6942-4395"},"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":"Yang Hu","raw_affiliation_strings":["School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6942-4395","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054524841","display_name":"Shouyi Yin","orcid":"https://orcid.org/0000-0003-2309-572X"},"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":"Shouyi Yin","raw_affiliation_strings":["School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2309-572X","affiliations":[{"raw_affiliation_string":"School of Integrated Circuits, Beijing Innovation Center for Future Chip, and Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.6609,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.94620724,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"59","issue":"10","first_page":"3342","last_page":"3356"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9968000054359436,"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":0.9968000054359436,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.996399998664856,"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":0.9872999787330627,"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":0.7640761137008667},{"id":"https://openalex.org/keywords/dataflow","display_name":"Dataflow","score":0.6455891728401184},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5868507623672485},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5473159551620483},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.5405787825584412},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.5172908306121826},{"id":"https://openalex.org/keywords/memory-footprint","display_name":"Memory footprint","score":0.4815947711467743},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.47649115324020386},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4343382716178894},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.42547979950904846},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3558111786842346},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3405188322067261},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.26852351427078247},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.1762436330318451},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.11308315396308899}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7640761137008667},{"id":"https://openalex.org/C96324660","wikidata":"https://www.wikidata.org/wiki/Q205446","display_name":"Dataflow","level":2,"score":0.6455891728401184},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5868507623672485},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5473159551620483},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.5405787825584412},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.5172908306121826},{"id":"https://openalex.org/C74912251","wikidata":"https://www.wikidata.org/wiki/Q6815727","display_name":"Memory footprint","level":2,"score":0.4815947711467743},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.47649115324020386},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4343382716178894},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.42547979950904846},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3558111786842346},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3405188322067261},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.26852351427078247},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.1762436330318451},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.11308315396308899},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jssc.2024.3397189","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jssc.2024.3397189","pdf_url":null,"source":{"id":"https://openalex.org/S83637746","display_name":"IEEE Journal of Solid-State Circuits","issn_l":"0018-9200","issn":["0018-9200","1558-173X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Solid-State Circuits","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.9100000262260437}],"awards":[{"id":"https://openalex.org/G338081660","display_name":null,"funder_award_id":"62125403","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4967090155","display_name":null,"funder_award_id":"2022ZD0115201","funder_id":"https://openalex.org/F4320329860","funder_display_name":"National Science and Technology Major Project"},{"id":"https://openalex.org/G7028138989","display_name":null,"funder_award_id":"2021ZD0114400","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7234679820","display_name":null,"funder_award_id":"92164301","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/F4320329777","display_name":"Beijing National Research Center For Information Science And Technology","ror":null},{"id":"https://openalex.org/F4320329860","display_name":"National Science and Technology Major Project","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1999085092","https://openalex.org/W2053171205","https://openalex.org/W2108598243","https://openalex.org/W2730087558","https://openalex.org/W2923014074","https://openalex.org/W2953212265","https://openalex.org/W2963748441","https://openalex.org/W2973727699","https://openalex.org/W2997972888","https://openalex.org/W3138516171","https://openalex.org/W3159727696","https://openalex.org/W3172942063","https://openalex.org/W3189877953","https://openalex.org/W3206453033","https://openalex.org/W4214686755","https://openalex.org/W4221086307","https://openalex.org/W4312349930","https://openalex.org/W4312933868","https://openalex.org/W4313467238","https://openalex.org/W4322718191","https://openalex.org/W4380881077","https://openalex.org/W4384918448","https://openalex.org/W4385245566","https://openalex.org/W6727099177","https://openalex.org/W6755207826","https://openalex.org/W6767997687","https://openalex.org/W6768091732","https://openalex.org/W6772018893","https://openalex.org/W6778883912","https://openalex.org/W6785783668","https://openalex.org/W6791353385","https://openalex.org/W6811013733","https://openalex.org/W6846002521","https://openalex.org/W6849928207","https://openalex.org/W6850625674","https://openalex.org/W6853805594","https://openalex.org/W6854866820"],"related_works":["https://openalex.org/W2883830791","https://openalex.org/W3033233036","https://openalex.org/W4295943704","https://openalex.org/W3208617247","https://openalex.org/W4380681266","https://openalex.org/W3210256422","https://openalex.org/W3128751578","https://openalex.org/W3192190837","https://openalex.org/W2968430711","https://openalex.org/W4287025778"],"abstract_inverted_index":{"Transformer":[0],"model":[1,92,125],"has":[2,55],"demonstrated":[3],"outstanding":[4],"performance":[5,15],"in":[6,44,123],"the":[7,18,87,91,94,112,124,187,193,217,236,241,274],"field":[8],"of":[9,20,90,168,197,246,260],"artificial":[10],"intelligence.":[11],"However,":[12],"its":[13],"remarkable":[14],"comes":[16],"at":[17],"cost":[19],"substantial":[21],"computational":[22,95,128],"complexity,":[23],"posing":[24],"limitations":[25],"on":[26,161,216],"deploying":[27],"transformers":[28,79],"from":[29,78],"cloud":[30],"to":[31,34,59,149,220],"edge":[32],"due":[33,58],"power":[35],"and":[36,130,136,171,225,250],"throughput":[37,176],"constraints.":[38],"There":[39],"are":[40],"two":[41],"main":[42],"challenges":[43],"designing":[45],"a":[46,53,117,144,155,203,256],"transformer":[47,54,70,146],"accelerator":[48,147,238],"for":[49,63,72,81,99,116,177,180],"practical":[50],"tasks.":[51],"First,":[52],"inconsistent":[56],"bottlenecks":[57,179],"input":[60,119,182,194],"length":[61],"changes:":[62],"short":[64],"inputs,":[65,101],"such":[66,102,132],"as":[67,103,133],"using":[68],"vision":[69],"(ViT)":[71],"ImageNet":[73],"or":[74,106],"bidirectional":[75],"encoder":[76],"representations":[77],"(BERT)":[80],"general":[82],"language":[83],"understanding":[84],"evaluation":[85],"(GLUE),":[86],"linear":[88,172],"layer":[89],"becomes":[93,111],"bottleneck.":[96,113],"In":[97,199],"contrast,":[98],"long":[100],"high-resolution":[104],"images":[105],"long-text":[107],"tasks,":[108],"attention":[109,169,189,243],"computation":[110,170,190,219],"Second,":[114],"even":[115],"given":[118],"length,":[120],"different":[121,181],"layers":[122],"exhibit":[126],"various":[127,178],"characteristics":[129],"workloads,":[131],"matrix":[134,213],"sizes":[135],"data":[137,223],"reuse":[138,224],"strategies.":[139],"This":[140],"article":[141],"introduces":[142],"Ayaka,":[143],"versatile":[145],"designed":[148],"address":[150],"these":[151,230],"issues.":[152],"Ayaka":[153,185,201,232],"uses":[154],"cross-layer":[156],"sparse":[157,188],"prediction":[158],"approach":[159],"based":[160,215],"random":[162],"projection":[163],"(RP),":[164],"enabling":[165],"simultaneous":[166],"sparsification":[167],"layers,":[173],"thereby":[174],"enhancing":[175],"lengths.":[183],"Furthermore,":[184],"optimizes":[186],"by":[191],"leveraging":[192],"translation":[195],"invariance":[196],"softmax.":[198],"addition,":[200],"features":[202],"heterogeneous":[204],"dataflow":[205],"processing":[206],"element":[207],"(HDPE)":[208],"design,":[209],"dynamically":[210],"adjusting":[211],"stationary":[212],"operands":[214],"current":[218],"maximize":[221],"on-chip":[222],"reduce":[226],"memory":[227],"footprint.":[228],"With":[229],"features,":[231],"is":[233,264],"so":[234],"far":[235],"first":[237],"that":[239,253],"accelerates":[240],"whole":[242],"layer.":[244],"Evaluation":[245],"12":[247],"typical":[248],"models":[249],"tasks":[251],"shows":[252],"it":[254],"achieves":[255],"peak":[257],"energy":[258],"efficiency":[259],"49.7":[261],"TOPS/W,":[262],"which":[263],"1.20\u2013258.9":[265],"<inline-formula":[266],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[267],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[268],"<tex-math":[269],"notation=\"LaTeX\">$\\times$</tex-math>":[270],"</inline-formula>":[271],"higher":[272],"than":[273],"state-of-the-art":[275],"works.":[276]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
