{"id":"https://openalex.org/W4280606772","doi":"https://doi.org/10.23919/date54114.2022.9774574","title":"AnaCoNGA: Analytical HW-CNN Co-Design Using Nested Genetic Algorithms","display_name":"AnaCoNGA: Analytical HW-CNN Co-Design Using Nested Genetic Algorithms","publication_year":2022,"publication_date":"2022-03-14","ids":{"openalex":"https://openalex.org/W4280606772","doi":"https://doi.org/10.23919/date54114.2022.9774574"},"language":"en","primary_location":{"id":"doi:10.23919/date54114.2022.9774574","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date54114.2022.9774574","pdf_url":null,"source":{"id":"https://openalex.org/S4363607924","display_name":"2022 Design, Automation &amp; Test in Europe Conference &amp; Exhibition (DATE)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 Design, Automation &amp; Test in Europe Conference &amp; Exhibition (DATE)","raw_type":"proceedings-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/A5085220085","display_name":"Nael Fasfous","orcid":"https://orcid.org/0000-0002-8081-7904"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nael Fasfous","raw_affiliation_strings":["Technical University of Munich,Department of Electrical and Computer Engineering,Germany","Department of Electrical and Computer Engineering, Technical University of Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich,Department of Electrical and Computer Engineering,Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Technical University of Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110816436","display_name":"Manoj Rohit Vemparala","orcid":null},"institutions":[{"id":"https://openalex.org/I1283382300","display_name":"BMW (Germany)","ror":"https://ror.org/05vs9tj88","country_code":"DE","type":"company","lineage":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]},{"id":"https://openalex.org/I4210156768","display_name":"BMW Group (Germany)","ror":"https://ror.org/044kkbh92","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210156768"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Manoj Rohit Vemparala","raw_affiliation_strings":["Autonomous Driving, BMW Group,Germany","Autonomous Driving, BMW Group, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Autonomous Driving, BMW Group,Germany","institution_ids":["https://openalex.org/I1283382300"]},{"raw_affiliation_string":"Autonomous Driving, BMW Group, Germany","institution_ids":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047063939","display_name":"Alexander Frickenstein","orcid":null},"institutions":[{"id":"https://openalex.org/I1283382300","display_name":"BMW (Germany)","ror":"https://ror.org/05vs9tj88","country_code":"DE","type":"company","lineage":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]},{"id":"https://openalex.org/I4210156768","display_name":"BMW Group (Germany)","ror":"https://ror.org/044kkbh92","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210156768"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alexander Frickenstein","raw_affiliation_strings":["Autonomous Driving, BMW Group,Germany","Autonomous Driving, BMW Group, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Autonomous Driving, BMW Group,Germany","institution_ids":["https://openalex.org/I1283382300"]},{"raw_affiliation_string":"Autonomous Driving, BMW Group, Germany","institution_ids":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083288487","display_name":"Emanuele Valpreda","orcid":"https://orcid.org/0000-0002-1285-9360"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Emanuele Valpreda","raw_affiliation_strings":["Politecnico di Torino,Department of Electronics and Telecommunications,Italy","Department of Electronics and Telecommunications, Politecnico di Torino, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Electronics and Telecommunications,Italy","institution_ids":["https://openalex.org/I177477856"]},{"raw_affiliation_string":"Department of Electronics and Telecommunications, Politecnico di Torino, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035028804","display_name":"Driton Salihu","orcid":"https://orcid.org/0000-0001-9152-0770"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Driton Salihu","raw_affiliation_strings":["Technical University of Munich,Department of Electrical and Computer Engineering,Germany","Department of Electrical and Computer Engineering, Technical University of Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich,Department of Electrical and Computer Engineering,Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Technical University of Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110916422","display_name":"Julian Hufer","orcid":null},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Julian H\u00f6fer","raw_affiliation_strings":["Karlsruhe Institute of Technology,Department of Electrical Engineering and Information Technology,Germany","Department of Electrical Engineering and Information Technology, Karlsruhe Institute of Technology, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology,Department of Electrical Engineering and Information Technology,Germany","institution_ids":["https://openalex.org/I102335020"]},{"raw_affiliation_string":"Department of Electrical Engineering and Information Technology, Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112560324","display_name":"Anmol Singh","orcid":"https://orcid.org/0009-0007-3488-208X"},"institutions":[{"id":"https://openalex.org/I1283382300","display_name":"BMW (Germany)","ror":"https://ror.org/05vs9tj88","country_code":"DE","type":"company","lineage":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]},{"id":"https://openalex.org/I4210156768","display_name":"BMW Group (Germany)","ror":"https://ror.org/044kkbh92","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210156768"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anmol Singh","raw_affiliation_strings":["Autonomous Driving, BMW Group,Germany","Autonomous Driving, BMW Group, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Autonomous Driving, BMW Group,Germany","institution_ids":["https://openalex.org/I1283382300"]},{"raw_affiliation_string":"Autonomous Driving, BMW Group, Germany","institution_ids":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079890456","display_name":"Naveen-Shankar Nagaraja","orcid":null},"institutions":[{"id":"https://openalex.org/I1283382300","display_name":"BMW (Germany)","ror":"https://ror.org/05vs9tj88","country_code":"DE","type":"company","lineage":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]},{"id":"https://openalex.org/I4210156768","display_name":"BMW Group (Germany)","ror":"https://ror.org/044kkbh92","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210156768"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Naveen-Shankar Nagaraja","raw_affiliation_strings":["Autonomous Driving, BMW Group,Germany","Autonomous Driving, BMW Group, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Autonomous Driving, BMW Group,Germany","institution_ids":["https://openalex.org/I1283382300"]},{"raw_affiliation_string":"Autonomous Driving, BMW Group, Germany","institution_ids":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017852432","display_name":"Hans-Joerg Voegel","orcid":null},"institutions":[{"id":"https://openalex.org/I1283382300","display_name":"BMW (Germany)","ror":"https://ror.org/05vs9tj88","country_code":"DE","type":"company","lineage":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]},{"id":"https://openalex.org/I4210156768","display_name":"BMW Group (Germany)","ror":"https://ror.org/044kkbh92","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210156768"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hans-Joerg Voegel","raw_affiliation_strings":["Autonomous Driving, BMW Group,Germany","Autonomous Driving, BMW Group, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Autonomous Driving, BMW Group,Germany","institution_ids":["https://openalex.org/I1283382300"]},{"raw_affiliation_string":"Autonomous Driving, BMW Group, Germany","institution_ids":["https://openalex.org/I1283382300","https://openalex.org/I4210156768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060720819","display_name":"Nguyen Anh Vu Doan","orcid":"https://orcid.org/0000-0002-8156-9025"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nguyen Anh Vu Doan","raw_affiliation_strings":["Technical University of Munich,Department of Electrical and Computer Engineering,Germany","Department of Electrical and Computer Engineering, Technical University of Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich,Department of Electrical and Computer Engineering,Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Technical University of Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026016005","display_name":"Maurizio Martina","orcid":"https://orcid.org/0000-0002-3069-0319"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maurizio Martina","raw_affiliation_strings":["Politecnico di Torino,Department of Electronics and Telecommunications,Italy","Department of Electronics and Telecommunications, Politecnico di Torino, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Electronics and Telecommunications,Italy","institution_ids":["https://openalex.org/I177477856"]},{"raw_affiliation_string":"Department of Electronics and Telecommunications, Politecnico di Torino, Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Juergen Becker","orcid":null},"institutions":[{"id":"https://openalex.org/I102335020","display_name":"Karlsruhe Institute of Technology","ror":"https://ror.org/04t3en479","country_code":"DE","type":"education","lineage":["https://openalex.org/I102335020","https://openalex.org/I1305996414"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Juergen Becker","raw_affiliation_strings":["Karlsruhe Institute of Technology,Department of Electrical Engineering and Information Technology,Germany","Department of Electrical Engineering and Information Technology, Karlsruhe Institute of Technology, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Karlsruhe Institute of Technology,Department of Electrical Engineering and Information Technology,Germany","institution_ids":["https://openalex.org/I102335020"]},{"raw_affiliation_string":"Department of Electrical Engineering and Information Technology, Karlsruhe Institute of Technology, Germany","institution_ids":["https://openalex.org/I102335020"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005732789","display_name":"Walter Stechele","orcid":"https://orcid.org/0000-0002-7455-8483"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Walter Stechele","raw_affiliation_strings":["Technical University of Munich,Department of Electrical and Computer Engineering,Germany","Department of Electrical and Computer Engineering, Technical University of Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich,Department of Electrical and Computer Engineering,Germany","institution_ids":["https://openalex.org/I62916508"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Technical University of Munich, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":13,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.4221,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.97525544,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"238","last_page":"243"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9984999895095825,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9952999949455261,"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":0.7279395461082458},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.6615123748779297},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.5720638036727905},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5421231389045715},{"id":"https://openalex.org/keywords/lookup-table","display_name":"Lookup table","score":0.5295093059539795},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.5210573077201843},{"id":"https://openalex.org/keywords/dram","display_name":"Dram","score":0.48594439029693604},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4625825881958008},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4117977023124695},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.38002485036849976},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.33206605911254883},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.32580119371414185},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17501553893089294},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.11107325553894043}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7279395461082458},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.6615123748779297},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.5720638036727905},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5421231389045715},{"id":"https://openalex.org/C134835016","wikidata":"https://www.wikidata.org/wiki/Q690265","display_name":"Lookup table","level":2,"score":0.5295093059539795},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.5210573077201843},{"id":"https://openalex.org/C7366592","wikidata":"https://www.wikidata.org/wiki/Q1255620","display_name":"Dram","level":2,"score":0.48594439029693604},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4625825881958008},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4117977023124695},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.38002485036849976},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.33206605911254883},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.32580119371414185},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17501553893089294},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.11107325553894043},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date54114.2022.9774574","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date54114.2022.9774574","pdf_url":null,"source":{"id":"https://openalex.org/S4363607924","display_name":"2022 Design, Automation &amp; Test in Europe Conference &amp; Exhibition (DATE)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 Design, Automation &amp; Test in Europe Conference &amp; Exhibition (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2300242332","https://openalex.org/W2469490737","https://openalex.org/W2786771851","https://openalex.org/W2810704618","https://openalex.org/W2940862705","https://openalex.org/W2982479999","https://openalex.org/W2997929983","https://openalex.org/W3016142271","https://openalex.org/W3035332806","https://openalex.org/W3091602279","https://openalex.org/W3170004439","https://openalex.org/W3192336523","https://openalex.org/W4288083644","https://openalex.org/W6698200048","https://openalex.org/W6720242923","https://openalex.org/W6748224102","https://openalex.org/W6761458982","https://openalex.org/W6765522929"],"related_works":["https://openalex.org/W2024574431","https://openalex.org/W2117300767","https://openalex.org/W2374017528","https://openalex.org/W4285503609","https://openalex.org/W2126248441","https://openalex.org/W3183118997","https://openalex.org/W3214410901","https://openalex.org/W3204400881","https://openalex.org/W3204296682","https://openalex.org/W2917767146"],"abstract_inverted_index":{"We":[0,31,57],"present":[1],"AnaCoNGA,":[2,98],"an":[3,162],"analytical":[4,64],"co-design":[5,165],"methodology,":[6],"which":[7,83],"enables":[8],"two":[9],"genetic":[10,150],"algorithms":[11],"to":[12,46,66,86,108,140,161],"evaluate":[13,47],"the":[14,48,59,74,92,95,101,146,155],"fitness":[15],"of":[16,22,52,63,94,145],"design":[17,50],"decisions":[18],"on":[19,78,113],"layer-wise":[20],"quantization":[21,41,55,81],"a":[23,33,40,109,117,141],"neural":[24],"network":[25],"and":[26,61,115,119,124,130,135],"hardware":[27,34,49,89],"(HW)":[28],"resource":[29],"allocation.":[30],"embed":[32],"architecture":[35],"search":[36,43,156],"(HAS)":[37],"algorithm":[38,45,151],"into":[39],"strategy":[42],"(QSS)":[44],"Pareto-front":[51],"each":[53],"considered":[54],"strategy.":[56],"harness":[58],"speed":[60],"flexibility":[62],"HW-modeling":[65],"enable":[67],"parallel":[68],"HW-CNN":[69],"co-design.":[70],"With":[71],"this":[72],"approach,":[73],"QSS":[75],"is":[76],"focused":[77],"seeking":[79],"high-accuracy":[80],"strategies":[82],"are":[84],"guaranteed":[85],"have":[87],"efficient":[88],"designs":[90],"at":[91],"end":[93],"search.":[96],"Through":[97],"we":[99],"improve":[100],"accuracy":[102],"by":[103,133,158],"2.88":[104],"p.p.":[105],"with":[106],"respect":[107],"uniform":[110],"2-bit":[111],"ResNet20":[112],"CIFAR-10,":[114],"achieve":[116],"35%":[118],"37%":[120],"improvement":[121],"in":[122],"latency":[123],"DRAM":[125],"accesses,":[126],"while":[127],"reducing":[128],"LUT":[129],"BRAM":[131],"resources":[132],"9%":[134],"59%":[136],"respectively,":[137],"when":[138],"compared":[139,160],"standard":[142],"edge":[143],"variant":[144],"accelerator.":[147],"The":[148],"nested":[149],"formulation":[152],"also":[153],"reduces":[154],"time":[157],"51%":[159],"equivalent,":[163],"sequential":[164],"formulation.":[166]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":7}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
