{"id":"https://openalex.org/W3162645110","doi":"https://doi.org/10.1109/ddecs52668.2021.9417026","title":"AdequateDL: Approximating Deep Learning Accelerators","display_name":"AdequateDL: Approximating Deep Learning Accelerators","publication_year":2021,"publication_date":"2021-04-07","ids":{"openalex":"https://openalex.org/W3162645110","doi":"https://doi.org/10.1109/ddecs52668.2021.9417026","mag":"3162645110"},"language":"en","primary_location":{"id":"doi:10.1109/ddecs52668.2021.9417026","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ddecs52668.2021.9417026","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 24th International Symposium on Design and Diagnostics of Electronic Circuits & Systems (DDECS)","raw_type":"proceedings-article"},"type":"preprint","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/A5012353019","display_name":"Olivier Sentieys","orcid":"https://orcid.org/0000-0003-4334-6418"},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210133778","display_name":"Centre Inria de l'Universit\u00e9 de Rennes","ror":"https://ror.org/04040yw90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210133778"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Olivier Sentieys","raw_affiliation_strings":["INRIA, Rennes, France","TARAN -\n        Architectures mat\u00e9rielles sp\u00e9cialis\u00e9es pour l\u2019\u00e8re post loi-de-Moore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INRIA, Rennes, France","institution_ids":["https://openalex.org/I4210133778","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"TARAN -\n        Architectures mat\u00e9rielles sp\u00e9cialis\u00e9es pour l\u2019\u00e8re post loi-de-Moore","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110768611","display_name":"Silviu Filip","orcid":null},"institutions":[{"id":"https://openalex.org/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I4210133778","display_name":"Centre Inria de l'Universit\u00e9 de Rennes","ror":"https://ror.org/04040yw90","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210133778"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Silviu Filip","raw_affiliation_strings":["INRIA, Rennes, France","TARAN -\n        Architectures mat\u00e9rielles sp\u00e9cialis\u00e9es pour l\u2019\u00e8re post loi-de-Moore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INRIA, Rennes, France","institution_ids":["https://openalex.org/I4210133778","https://openalex.org/I1326498283"]},{"raw_affiliation_string":"TARAN -\n        Architectures mat\u00e9rielles sp\u00e9cialis\u00e9es pour l\u2019\u00e8re post loi-de-Moore","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049380969","display_name":"David Briand","orcid":"https://orcid.org/0000-0002-4595-4620"},"institutions":[{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]},{"id":"https://openalex.org/I4210085861","display_name":"Laboratoire d'Int\u00e9gration des Syst\u00e8mes et des Technologies","ror":"https://ror.org/000dbcc61","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I2738703131","https://openalex.org/I277688954","https://openalex.org/I4210085861","https://openalex.org/I4210117989"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"David Briand","raw_affiliation_strings":["CEA LIST, France","LIAE -\n        Laboratoire Intelligence Artificielle Embarqu\u00e9e"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CEA LIST, France","institution_ids":["https://openalex.org/I4210085861","https://openalex.org/I2738703131"]},{"raw_affiliation_string":"LIAE -\n        Laboratoire Intelligence Artificielle Embarqu\u00e9e","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102760981","display_name":"David Novo","orcid":"https://orcid.org/0000-0002-5510-4152"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]},{"id":"https://openalex.org/I4210101743","display_name":"Laboratoire d'Informatique, de Robotique et de Micro\u00e9lectronique de Montpellier","ror":"https://ror.org/013yean28","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I151295451","https://openalex.org/I19894307","https://openalex.org/I4210101743","https://openalex.org/I4210159245","https://openalex.org/I4405261681"]},{"id":"https://openalex.org/I4210103962","display_name":"Adaptive Design Association","ror":"https://ror.org/01fr7xq53","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210103962"]}],"countries":["FR","US"],"is_corresponding":false,"raw_author_name":"David Novo","raw_affiliation_strings":["LIRMM, Universit\u00e9 de Montpellier, CNRS, France","ADAC -\n        ADAptive Computing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LIRMM, Universit\u00e9 de Montpellier, CNRS, France","institution_ids":["https://openalex.org/I19894307","https://openalex.org/I4210101743","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"ADAC -\n        ADAptive Computing","institution_ids":["https://openalex.org/I4210103962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112641892","display_name":"Etienne Dupuis","orcid":null},"institutions":[{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2800958632","display_name":"Institut des Nanotechnologies de Lyon","ror":"https://ror.org/04jsk0b74","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I112936343","https://openalex.org/I113428412","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I2800958632","https://openalex.org/I4210095849","https://openalex.org/I4405259976","https://openalex.org/I4405263940","https://openalex.org/I48430043","https://openalex.org/I48430043","https://openalex.org/I59692284"]},{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I59692284","display_name":"\u00c9cole d'Ing\u00e9nieurs en Chimie et Sciences du Num\u00e9rique","ror":"https://ror.org/01cbtr271","country_code":"FR","type":"education","lineage":["https://openalex.org/I59692284"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Etienne Dupuis","raw_affiliation_strings":["ECL, INSA Lyon, CNRS, UCBL, CPE Lyon, INL, Univ Lyon, France","INL - CSH -\n        INL - Conception de Syst\u00e8mes H\u00e9t\u00e9rog\u00e8nes"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ECL, INSA Lyon, CNRS, UCBL, CPE Lyon, INL, Univ Lyon, France","institution_ids":["https://openalex.org/I48430043","https://openalex.org/I59692284","https://openalex.org/I2800958632","https://openalex.org/I100532134","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"INL - CSH -\n        INL - Conception de Syst\u00e8mes H\u00e9t\u00e9rog\u00e8nes","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057554410","display_name":"Ian O\u2019Connor","orcid":"https://orcid.org/0000-0002-6238-9600"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ian O'Connor","raw_affiliation_strings":["INL - CSH -\n        INL - Conception de Syst\u00e8mes H\u00e9t\u00e9rog\u00e8nes"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"INL - CSH -\n        INL - Conception de Syst\u00e8mes H\u00e9t\u00e9rog\u00e8nes","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074986688","display_name":"Alberto Bosio","orcid":"https://orcid.org/0000-0001-6116-7339"},"institutions":[{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2800958632","display_name":"Institut des Nanotechnologies de Lyon","ror":"https://ror.org/04jsk0b74","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I112936343","https://openalex.org/I113428412","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I2800958632","https://openalex.org/I4210095849","https://openalex.org/I4405259976","https://openalex.org/I4405263940","https://openalex.org/I48430043","https://openalex.org/I48430043","https://openalex.org/I59692284"]},{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I59692284","display_name":"\u00c9cole d'Ing\u00e9nieurs en Chimie et Sciences du Num\u00e9rique","ror":"https://ror.org/01cbtr271","country_code":"FR","type":"education","lineage":["https://openalex.org/I59692284"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Alberto Bosio","raw_affiliation_strings":["ECL, INSA Lyon, CNRS, UCBL, CPE Lyon, INL, Univ Lyon, France","INL - CSH -\n        INL - Conception de Syst\u00e8mes H\u00e9t\u00e9rog\u00e8nes"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ECL, INSA Lyon, CNRS, UCBL, CPE Lyon, INL, Univ Lyon, France","institution_ids":["https://openalex.org/I48430043","https://openalex.org/I59692284","https://openalex.org/I2800958632","https://openalex.org/I100532134","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"INL - CSH -\n        INL - Conception de Syst\u00e8mes H\u00e9t\u00e9rog\u00e8nes","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5012353019"],"corresponding_institution_ids":["https://openalex.org/I1326498283","https://openalex.org/I4210133778"],"apc_list":null,"apc_paid":null,"fwci":0.097,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.36859859,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"37","last_page":"40"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9997000098228455,"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":0.9997000098228455,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10363","display_name":"Low-power high-performance VLSI design","score":0.9955999851226807,"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/workload","display_name":"Workload","score":0.7948506474494934},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7938616871833801},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.6610148549079895},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.654518723487854},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6358263492584229},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6284969449043274},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5952216386795044},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.5181411504745483},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5164930820465088},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.49610552191734314},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4619022309780121},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4550032615661621},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36856281757354736},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3495795726776123},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.11688807606697083},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1013731062412262},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.0874679684638977},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08378833532333374}],"concepts":[{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.7948506474494934},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7938616871833801},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.6610148549079895},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.654518723487854},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6358263492584229},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6284969449043274},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5952216386795044},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.5181411504745483},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5164930820465088},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.49610552191734314},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4619022309780121},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4550032615661621},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36856281757354736},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3495795726776123},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.11688807606697083},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1013731062412262},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0874679684638977},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08378833532333374},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ddecs52668.2021.9417026","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ddecs52668.2021.9417026","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 24th International Symposium on Design and Diagnostics of Electronic Circuits & Systems (DDECS)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-03266861v1","is_oa":false,"landing_page_url":"https://hal.science/hal-03266861","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.ddecs2021.wien/","raw_type":"Conference papers"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8999999761581421}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1984541135","https://openalex.org/W2112796928","https://openalex.org/W2119112357","https://openalex.org/W2119144962","https://openalex.org/W2194775991","https://openalex.org/W2244005500","https://openalex.org/W2257979135","https://openalex.org/W2264905057","https://openalex.org/W2289252105","https://openalex.org/W2337344472","https://openalex.org/W2406293284","https://openalex.org/W2604319603","https://openalex.org/W2612864759","https://openalex.org/W2618530766","https://openalex.org/W2737762472","https://openalex.org/W2798552175","https://openalex.org/W2804193803","https://openalex.org/W2919115771","https://openalex.org/W2964299589","https://openalex.org/W2970971581","https://openalex.org/W2991907795","https://openalex.org/W3028027935","https://openalex.org/W4295312788","https://openalex.org/W4297813615","https://openalex.org/W6678097026","https://openalex.org/W6687483927","https://openalex.org/W6690580874","https://openalex.org/W6693066613","https://openalex.org/W6703414193","https://openalex.org/W6751769266","https://openalex.org/W6766978945"],"related_works":["https://openalex.org/W2000785801","https://openalex.org/W986318368","https://openalex.org/W2384410913","https://openalex.org/W2352878646","https://openalex.org/W2004734601","https://openalex.org/W2130149817","https://openalex.org/W2990194547","https://openalex.org/W1480123525","https://openalex.org/W2620865396","https://openalex.org/W3013241373"],"abstract_inverted_index":{"The":[0],"design":[1],"and":[2,23,42,64,109,124,131],"implementation":[3],"of":[4,18,35,91,112,129],"Convolutional":[5],"Neural":[6],"Networks":[7],"(CNNs)":[8],"for":[9,37,55],"deep":[10],"learning":[11,68],"(DL)":[12],"is":[13,32,43,69,98],"currently":[14],"receiving":[15],"a":[16,94,99],"lot":[17],"attention":[19],"from":[20],"both":[21],"industrials":[22],"academics.":[24],"However,":[25],"the":[26,53,78,121,136],"computational":[27],"workload":[28],"involved":[29],"with":[30,77],"CNNs":[31,130],"often":[33],"out":[34],"reach":[36,81],"low":[38],"power":[39],"embedded":[40],"devices":[41],"still":[44],"very":[45,70],"costly":[46],"when":[47],"running":[48],"on":[49],"datacenters.":[50],"By":[51],"relaxing":[52],"need":[54],"fully":[56],"precise":[57],"operations,":[58],"approximate":[59],"computing":[60],"substantially":[61],"improves":[62],"performance":[63,108],"energy":[65,110],"efficiency.":[66],"Deep":[67],"relevant":[71],"in":[72,93,115,135],"this":[73],"context,":[74],"since":[75],"playing":[76],"accuracy":[79],"to":[80,102,127],"adequate":[82],"computations":[83],"will":[84],"significantly":[85],"enhance":[86],"performance,":[87],"while":[88],"keeping":[89],"quality":[90],"results":[92,133],"user-constrained":[95],"range.":[96],"AdequateDL":[97,137],"project":[100],"aiming":[101],"explore":[103],"how":[104],"approximations":[105],"can":[106],"improve":[107],"efficiency":[111],"hardware":[113],"accelerators":[114],"DL":[116],"applications.":[117],"This":[118],"paper":[119],"presents":[120],"main":[122],"concepts":[123],"techniques":[125],"related":[126],"approximation":[128],"preliminary":[132],"obtained":[134],"framework.":[138]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}