{"id":"https://openalex.org/W3119962849","doi":"https://doi.org/10.1088/2632-2153/ac0ea1","title":"Fast convolutional neural networks on FPGAs with hls4ml","display_name":"Fast convolutional neural networks on FPGAs with hls4ml","publication_year":2021,"publication_date":"2021-06-25","ids":{"openalex":"https://openalex.org/W3119962849","doi":"https://doi.org/10.1088/2632-2153/ac0ea1","mag":"3119962849"},"language":"en","primary_location":{"id":"doi:10.1088/2632-2153/ac0ea1","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ac0ea1","pdf_url":"https://iopscience.iop.org/article/10.1088/2632-2153/ac0ea1/pdf","source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://iopscience.iop.org/article/10.1088/2632-2153/ac0ea1/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Thea Aarrestad","orcid":"https://orcid.org/0000-0002-7671-243X"},"institutions":[{"id":"https://openalex.org/I67311998","display_name":"European Organization for Nuclear Research","ror":"https://ror.org/01ggx4157","country_code":"CH","type":"facility","lineage":["https://openalex.org/I67311998"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Thea Aarrestad","raw_affiliation_strings":["European Organization for Nuclear Research (CERN), CH-1211 Geneva 23, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-7671-243X","affiliations":[{"raw_affiliation_string":"European Organization for Nuclear Research (CERN), CH-1211 Geneva 23, Switzerland","institution_ids":["https://openalex.org/I67311998"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Vladimir Loncar","orcid":null},"institutions":[{"id":"https://openalex.org/I67311998","display_name":"European Organization for Nuclear Research","ror":"https://ror.org/01ggx4157","country_code":"CH","type":"facility","lineage":["https://openalex.org/I67311998"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Vladimir Loncar","raw_affiliation_strings":["European Organization for Nuclear Research (CERN), CH-1211 Geneva 23, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"European Organization for Nuclear Research (CERN), CH-1211 Geneva 23, Switzerland","institution_ids":["https://openalex.org/I67311998"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Nicol\u00f2 Ghielmetti","orcid":null},"institutions":[{"id":"https://openalex.org/I67311998","display_name":"European Organization for Nuclear Research","ror":"https://ror.org/01ggx4157","country_code":"CH","type":"facility","lineage":["https://openalex.org/I67311998"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Nicol\u00f2 Ghielmetti","raw_affiliation_strings":["European Organization for Nuclear Research (CERN), CH-1211 Geneva 23, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"European Organization for Nuclear Research (CERN), CH-1211 Geneva 23, Switzerland","institution_ids":["https://openalex.org/I67311998"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Maurizio Pierini","orcid":null},"institutions":[{"id":"https://openalex.org/I67311998","display_name":"European Organization for Nuclear Research","ror":"https://ror.org/01ggx4157","country_code":"CH","type":"facility","lineage":["https://openalex.org/I67311998"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Maurizio Pierini","raw_affiliation_strings":["European Organization for Nuclear Research (CERN), CH-1211 Geneva 23, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"European Organization for Nuclear Research (CERN), CH-1211 Geneva 23, Switzerland","institution_ids":["https://openalex.org/I67311998"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Sioni Summers","orcid":null},"institutions":[{"id":"https://openalex.org/I67311998","display_name":"European Organization for Nuclear Research","ror":"https://ror.org/01ggx4157","country_code":"CH","type":"facility","lineage":["https://openalex.org/I67311998"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Sioni Summers","raw_affiliation_strings":["European Organization for Nuclear Research (CERN), CH-1211 Geneva 23, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"European Organization for Nuclear Research (CERN), CH-1211 Geneva 23, Switzerland","institution_ids":["https://openalex.org/I67311998"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jennifer Ngadiuba","orcid":"https://orcid.org/0000-0002-0055-2935"},"institutions":[{"id":"https://openalex.org/I122411786","display_name":"California Institute of Technology","ror":"https://ror.org/05dxps055","country_code":"US","type":"education","lineage":["https://openalex.org/I122411786"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jennifer Ngadiuba","raw_affiliation_strings":["California Institute of Technology, Pasadena, CA 91125, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-0055-2935","affiliations":[{"raw_affiliation_string":"California Institute of Technology, Pasadena, CA 91125, United States of America","institution_ids":["https://openalex.org/I122411786"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Christoffer Petersson","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086940","display_name":"Zenuity (Sweden)","ror":"https://ror.org/000dpyn16","country_code":"SE","type":"company","lineage":["https://openalex.org/I4210086940"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Christoffer Petersson","raw_affiliation_strings":["Zenseact, Gothenburg 41756, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zenseact, Gothenburg 41756, Sweden","institution_ids":["https://openalex.org/I4210086940"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hampus Linander","orcid":null},"institutions":[{"id":"https://openalex.org/I4210086940","display_name":"Zenuity (Sweden)","ror":"https://ror.org/000dpyn16","country_code":"SE","type":"company","lineage":["https://openalex.org/I4210086940"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Hampus Linander","raw_affiliation_strings":["Zenseact, Gothenburg 41756, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zenseact, Gothenburg 41756, Sweden","institution_ids":["https://openalex.org/I4210086940"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yutaro Iiyama","orcid":null},"institutions":[{"id":"https://openalex.org/I74801974","display_name":"The University of Tokyo","ror":"https://ror.org/057zh3y96","country_code":"JP","type":"education","lineage":["https://openalex.org/I74801974"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yutaro Iiyama","raw_affiliation_strings":["ICEPP, University of Tokyo, Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ICEPP, University of Tokyo, Tokyo, Japan","institution_ids":["https://openalex.org/I74801974"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Giuseppe Di Guglielmo","orcid":null},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Giuseppe Di Guglielmo","raw_affiliation_strings":["Columbia University, New York, NY 10027, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Columbia University, New York, NY 10027, United States of America","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Javier Duarte","orcid":"https://orcid.org/0000-0002-5076-7096"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Javier Duarte","raw_affiliation_strings":["University of California San Diego, La Jolla, CA 92093, United States of America"],"raw_orcid":"https://orcid.org/0000-0002-5076-7096","affiliations":[{"raw_affiliation_string":"University of California San Diego, La Jolla, CA 92093, United States of America","institution_ids":["https://openalex.org/I36258959"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Philip Harris","orcid":"https://orcid.org/0000-0001-8189-3741"},"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":"Philip Harris","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, MA 02139, United States of America"],"raw_orcid":"https://orcid.org/0000-0001-8189-3741","affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, MA 02139, United States of America","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Dylan Rankin","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":"Dylan Rankin","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, MA 02139, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, MA 02139, United States of America","institution_ids":["https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Sergo Jindariani","orcid":null},"institutions":[{"id":"https://openalex.org/I1314696892","display_name":"Fermi National Accelerator Laboratory","ror":"https://ror.org/020hgte69","country_code":"US","type":"facility","lineage":["https://openalex.org/I1314696892","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210114836"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sergo Jindariani","raw_affiliation_strings":["Fermi National Accelerator Laboratory, Batavia, IL 60510, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fermi National Accelerator Laboratory, Batavia, IL 60510, United States of America","institution_ids":["https://openalex.org/I1314696892"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kevin Pedro","orcid":null},"institutions":[{"id":"https://openalex.org/I1314696892","display_name":"Fermi National Accelerator Laboratory","ror":"https://ror.org/020hgte69","country_code":"US","type":"facility","lineage":["https://openalex.org/I1314696892","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210114836"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kevin Pedro","raw_affiliation_strings":["Fermi National Accelerator Laboratory, Batavia, IL 60510, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fermi National Accelerator Laboratory, Batavia, IL 60510, United States of America","institution_ids":["https://openalex.org/I1314696892"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Nhan Tran","orcid":null},"institutions":[{"id":"https://openalex.org/I1314696892","display_name":"Fermi National Accelerator Laboratory","ror":"https://ror.org/020hgte69","country_code":"US","type":"facility","lineage":["https://openalex.org/I1314696892","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210114836"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nhan Tran","raw_affiliation_strings":["Fermi National Accelerator Laboratory, Batavia, IL 60510, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fermi National Accelerator Laboratory, Batavia, IL 60510, United States of America","institution_ids":["https://openalex.org/I1314696892"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mia Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mia Liu","raw_affiliation_strings":["Purdue University, West Lafayette, IN 47907, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Purdue University, West Lafayette, IN 47907, United States of America","institution_ids":["https://openalex.org/I219193219"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Edward Kreinar","orcid":null},"institutions":[{"id":"https://openalex.org/I2800368429","display_name":"Hawkeye Community College","ror":"https://ror.org/02b1scj45","country_code":"US","type":"education","lineage":["https://openalex.org/I2800368429"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edward Kreinar","raw_affiliation_strings":["HawkEye360, Herndon, VA 20170, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HawkEye360, Herndon, VA 20170, United States of America","institution_ids":["https://openalex.org/I2800368429"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhenbin Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhenbin Wu","raw_affiliation_strings":["University of Illinois at Chicago, Chicago, IL 60607, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois at Chicago, Chicago, IL 60607, United States of America","institution_ids":["https://openalex.org/I39422238"]}]},{"author_position":"last","author":{"id":null,"display_name":"Duc Hoang","orcid":null},"institutions":[{"id":"https://openalex.org/I117979880","display_name":"Rhodes College","ror":"https://ror.org/049xfwy04","country_code":"US","type":"education","lineage":["https://openalex.org/I117979880"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Duc Hoang","raw_affiliation_strings":["Rhodes College, Memphis, TN 38112, United States of America"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rhodes College, Memphis, TN 38112, United States of America","institution_ids":["https://openalex.org/I117979880"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":20,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I67311998"],"apc_list":{"value":1600,"currency":"GBP","value_usd":1962},"apc_paid":{"value":1600,"currency":"GBP","value_usd":1962},"fwci":7.2774,"has_fulltext":true,"cited_by_count":122,"citation_normalized_percentile":{"value":0.97967939,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"2","issue":"4","first_page":"045015","last_page":"045015"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.16060000658035278,"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":0.16060000658035278,"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/T10048","display_name":"Particle physics theoretical and experimental studies","score":0.08820000290870667,"subfield":{"id":"https://openalex.org/subfields/3106","display_name":"Nuclear and High Energy Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11697","display_name":"Numerical Methods and Algorithms","score":0.05849999934434891,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.7872999906539917},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7214999794960022},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6245999932289124},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.6065999865531921},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.5924999713897705},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4043000042438507},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3714999854564667}],"concepts":[{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.7872999906539917},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7688999772071838},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7214999794960022},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6245999932289124},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.6065999865531921},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.5924999713897705},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4043000042438507},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.4000000059604645},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3714999854564667},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3314000070095062},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.3305000066757202},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3301999866962433},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.32829999923706055},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3257000148296356},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3140999972820282},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.31130000948905945},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.2944999933242798},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29019999504089355},{"id":"https://openalex.org/C163985040","wikidata":"https://www.wikidata.org/wiki/Q1172399","display_name":"Data acquisition","level":2,"score":0.28850001096725464},{"id":"https://openalex.org/C3826847","wikidata":"https://www.wikidata.org/wiki/Q188768","display_name":"FLOPS","level":2,"score":0.28760001063346863},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.27889999747276306},{"id":"https://openalex.org/C46637626","wikidata":"https://www.wikidata.org/wiki/Q6693015","display_name":"Low latency (capital markets)","level":2,"score":0.27619999647140503}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1088/2632-2153/ac0ea1","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ac0ea1","pdf_url":"https://iopscience.iop.org/article/10.1088/2632-2153/ac0ea1/pdf","source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2101.05108","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2101.05108","pdf_url":"https://arxiv.org/pdf/2101.05108","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"},{"id":"pmh:oai:authors.library.caltech.edu:110042","is_oa":true,"landing_page_url":"https://authors.library.caltech.edu/110042/","pdf_url":"https://resolver.caltech.edu/CaltechAUTHORS:20210727-212012924","source":{"id":"https://openalex.org/S4306402161","display_name":"CaltechAUTHORS (California Institute of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I122411786","host_organization_name":"California Institute of Technology","host_organization_lineage":["https://openalex.org/I122411786"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:osti.gov:1829797","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1829797","pdf_url":"https://www.osti.gov/servlets/purl/1829797","source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"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":null},{"id":"pmh:oai:research.chalmers.se:525350","is_oa":true,"landing_page_url":"http://doi.org/10.1088/2632-2153/ac0ea1","pdf_url":"https://research.chalmers.se/en/publication/525350","source":{"id":"https://openalex.org/S4306402469","display_name":"Chalmers Research (Chalmers University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66862912","host_organization_name":"Chalmers University of Technology","host_organization_lineage":["https://openalex.org/I66862912"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""},{"id":"pmh:oai:cds.cern.ch:2751704","is_oa":true,"landing_page_url":"http://cds.cern.ch/record/2751704","pdf_url":null,"source":{"id":"https://openalex.org/S4306402195","display_name":"CERN Document Server (European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":""}],"best_oa_location":{"id":"doi:10.1088/2632-2153/ac0ea1","is_oa":true,"landing_page_url":"https://doi.org/10.1088/2632-2153/ac0ea1","pdf_url":"https://iopscience.iop.org/article/10.1088/2632-2153/ac0ea1/pdf","source":{"id":"https://openalex.org/S4210200687","display_name":"Machine Learning Science and Technology","issn_l":"2632-2153","issn":["2632-2153"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning: Science and Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1515472316","display_name":null,"funder_award_id":"DE-SC0021187","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G2445786185","display_name":null,"funder_award_id":"772369","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G2926102538","display_name":null,"funder_award_id":"DE-SC0021187","funder_id":"https://openalex.org/F4320337511","funder_display_name":"High Energy Physics"},{"id":"https://openalex.org/G3839862911","display_name":null,"funder_award_id":"DE-SC0021187","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G498139845","display_name":null,"funder_award_id":"DE-AC02","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G5616713406","display_name":null,"funder_award_id":"DE-AC02-07CH11359","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G585908603","display_name":null,"funder_award_id":"AC02-07CH11359","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G5962495253","display_name":null,"funder_award_id":"DE-AC02-07CH11359","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G6043878569","display_name":null,"funder_award_id":"DE-AC02-07CH11359","funder_id":"https://openalex.org/F4320337511","funder_display_name":"High Energy Physics"},{"id":"https://openalex.org/G6558272803","display_name":null,"funder_award_id":"DE-AC02","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G8793210043","display_name":null,"funder_award_id":"115164","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G969889393","display_name":null,"funder_award_id":"DE-AC02-","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320309369","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44"},{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320332359","display_name":"Office of Science","ror":"https://ror.org/00mmn6b08"},{"id":"https://openalex.org/F4320337511","display_name":"High Energy Physics","ror":"https://ror.org/035m6g344"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3119962849.pdf"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W2498789492","https://openalex.org/W2554302513","https://openalex.org/W2565125333","https://openalex.org/W2623629680","https://openalex.org/W2798084934","https://openalex.org/W2891946740","https://openalex.org/W2907463061","https://openalex.org/W2949736877","https://openalex.org/W2963122961","https://openalex.org/W2963568120","https://openalex.org/W2997106510","https://openalex.org/W3004963134","https://openalex.org/W3011509423","https://openalex.org/W3048084597","https://openalex.org/W3048946700","https://openalex.org/W3088573188","https://openalex.org/W3095528602","https://openalex.org/W3175548485","https://openalex.org/W4321009649","https://openalex.org/W6622239757","https://openalex.org/W6631190155","https://openalex.org/W6637242042","https://openalex.org/W6638632666","https://openalex.org/W6638667902","https://openalex.org/W6677681515","https://openalex.org/W6682889407","https://openalex.org/W6703116779","https://openalex.org/W6707980426","https://openalex.org/W6713132643","https://openalex.org/W6725636423","https://openalex.org/W6727208969","https://openalex.org/W6728313956","https://openalex.org/W6730762871","https://openalex.org/W6735975838","https://openalex.org/W6740082870","https://openalex.org/W6743428213","https://openalex.org/W6744447590","https://openalex.org/W6745148473","https://openalex.org/W6745499552","https://openalex.org/W6746194020","https://openalex.org/W6747814933","https://openalex.org/W6764076272","https://openalex.org/W6766978945","https://openalex.org/W6770812441","https://openalex.org/W6786938032","https://openalex.org/W6844128195","https://openalex.org/W6931340755"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"We":[1,116],"introduce":[2],"an":[3,29],"automated":[4],"tool":[5],"for":[6,66],"deploying":[7],"ultra":[8],"low-latency,":[9],"low-power":[10],"deep":[11],"neural":[12],"networks":[13],"with":[14,108,129],"convolutional":[15,37],"layers":[16],"on":[17,55],"field-programmable":[18],"gate":[19],"arrays":[20],"(FPGAs).":[21],"By":[22],"extending":[23],"the":[24,46,56,73,119],"hls4ml":[25],"library,":[26],"we":[27,62,93],"demonstrate":[28,63,100],"inference":[30],"latency":[31,41],"of":[32,76,88],"5":[33],"\u00b5":[34],"s":[35],"using":[36],"architectures,":[38],"targeting":[39],"microsecond":[40],"applications":[42],"like":[43],"those":[44],"at":[45],"CERN":[47],"Large":[48],"Hadron":[49],"Collider.":[50],"Considering":[51],"benchmark":[52],"models":[53],"trained":[54],"Street":[57],"View":[58],"House":[59],"Numbers":[60],"Dataset,":[61],"various":[64],"methods":[65],"model":[67,114,133],"compression":[68],"in":[69,82,113,132],"order":[70],"to":[71,110],"fit":[72],"computational":[74],"constraints":[75],"a":[77,140],"typical":[78],"FPGA":[79,120],"device":[80],"used":[81],"trigger":[83],"and":[84,96,99,135],"data":[85],"acquisition":[86],"systems":[87],"particle":[89],"detectors.":[90],"In":[91],"particular,":[92],"discuss":[94],"pruning":[95],"quantization-aware":[97],"training,":[98],"how":[101],"resource":[102,122],"utilization":[103],"can":[104,124],"be":[105,125],"significantly":[106],"reduced":[107,126],"little":[109],"no":[111],"loss":[112,131],"accuracy.":[115],"show":[117],"that":[118],"critical":[121],"consumption":[123],"by":[127,136],"97%":[128],"zero":[130],"accuracy,":[134],"99%":[137],"when":[138],"tolerating":[139],"6%":[141],"accuracy":[142],"degradation.":[143]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":38},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":26},{"year":2022,"cited_by_count":21},{"year":2021,"cited_by_count":8}],"updated_date":"2026-06-14T07:44:22.658603","created_date":"2021-01-18T00:00:00"}
