{"id":"https://openalex.org/W3217667844","doi":"https://doi.org/10.1145/3485557.3485579","title":"Accelerating Neural Architecture Search with Rank-Preserving Surrogate Models","display_name":"Accelerating Neural Architecture Search with Rank-Preserving Surrogate Models","publication_year":2021,"publication_date":"2021-08-25","ids":{"openalex":"https://openalex.org/W3217667844","doi":"https://doi.org/10.1145/3485557.3485579","mag":"3217667844"},"language":"en","primary_location":{"id":"doi:10.1145/3485557.3485579","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3485557.3485579","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 7th Annual International Conference on Arab Women in Computing in Conjunction with the 2nd Forum of Women in Research","raw_type":"proceedings-article"},"type":"conference-paper","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/A5022771914","display_name":"Hadjer Benmeziane","orcid":"https://orcid.org/0000-0002-5259-0749"},"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/I4210089617","display_name":"Laboratoire d'Automatique, de M\u00e9canique et d'Informatique Industrielles et Humaines","ror":"https://ror.org/006z7v557","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I4210159245","https://openalex.org/I4387154098","https://openalex.org/I70348806","https://openalex.org/I70348806"]},{"id":"https://openalex.org/I70348806","display_name":"Universit\u00e9 Polytechnique Hauts-de-France","ror":"https://ror.org/02ezch769","country_code":"FR","type":"education","lineage":["https://openalex.org/I70348806"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hadjer Benmeziane","raw_affiliation_strings":["Universit\u00e9 Polytechnique Hauts-de-France LAMIH/CNRS, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 Polytechnique Hauts-de-France LAMIH/CNRS, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I70348806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051314400","display_name":"Hamza Ouarnoughi","orcid":"https://orcid.org/0000-0002-7490-5350"},"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/I4210089617","display_name":"Laboratoire d'Automatique, de M\u00e9canique et d'Informatique Industrielles et Humaines","ror":"https://ror.org/006z7v557","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I4210159245","https://openalex.org/I4387154098","https://openalex.org/I70348806","https://openalex.org/I70348806"]},{"id":"https://openalex.org/I70348806","display_name":"Universit\u00e9 Polytechnique Hauts-de-France","ror":"https://ror.org/02ezch769","country_code":"FR","type":"education","lineage":["https://openalex.org/I70348806"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Hamza Ouarnoughi","raw_affiliation_strings":["Universit\u00e9 Polytechnique Hauts-de-France LAMIH/CNRS INSA, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 Polytechnique Hauts-de-France LAMIH/CNRS INSA, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I70348806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034513925","display_name":"Kaoutar El Maghraoui","orcid":"https://orcid.org/0000-0002-1967-8749"},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kaoutar El Maghraoui","raw_affiliation_strings":["IBM T. J. Watson Research Center, USA","IBM Thomas J. Watson Research Center (1101 Kitchawan Road, Route 134, Yorktown Heights, N.Y. 10598 - United States)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IBM T. J. Watson Research Center, USA","institution_ids":[]},{"raw_affiliation_string":"IBM Thomas J. Watson Research Center (1101 Kitchawan Road, Route 134, Yorktown Heights, N.Y. 10598 - United States)","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080926469","display_name":"Sma\u00efl Niar","orcid":"https://orcid.org/0000-0002-7550-484X"},"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/I4210089617","display_name":"Laboratoire d'Automatique, de M\u00e9canique et d'Informatique Industrielles et Humaines","ror":"https://ror.org/006z7v557","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I4210159245","https://openalex.org/I4387154098","https://openalex.org/I70348806","https://openalex.org/I70348806"]},{"id":"https://openalex.org/I70348806","display_name":"Universit\u00e9 Polytechnique Hauts-de-France","ror":"https://ror.org/02ezch769","country_code":"FR","type":"education","lineage":["https://openalex.org/I70348806"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Smail Niar","raw_affiliation_strings":["Universit\u00e9 Polytechnique Hauts-de-France LAMIH/CNRS INSA, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 Polytechnique Hauts-de-France LAMIH/CNRS INSA, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210089617","https://openalex.org/I70348806"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1465,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.43229687,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.998199999332428,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/computer-science","display_name":"Computer science","score":0.6591570377349854},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.6363705396652222},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.5397598743438721},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4519025683403015},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4389488995075226},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.337118923664093},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18071424961090088},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.06469812989234924}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6591570377349854},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.6363705396652222},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5397598743438721},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4519025683403015},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4389488995075226},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.337118923664093},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18071424961090088},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.06469812989234924},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3485557.3485579","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3485557.3485579","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 7th Annual International Conference on Arab Women in Computing in Conjunction with the 2nd Forum of Women in Research","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-03379648v1","is_oa":false,"landing_page_url":"https://uphf.hal.science/hal-03379648","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":"7th International Conference on Arab Women in Computing, Aug 2021, Sharja, United Arab Emirates. &#x27E8;10.1145/3485557.3485579&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6299999952316284,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2747329762","https://openalex.org/W2963821229","https://openalex.org/W3187567638"],"related_works":["https://openalex.org/W2112835755","https://openalex.org/W4291951920","https://openalex.org/W2349674371","https://openalex.org/W2097495471","https://openalex.org/W1696545756","https://openalex.org/W2952827811","https://openalex.org/W2056202066","https://openalex.org/W2963262648","https://openalex.org/W4301867002","https://openalex.org/W2588198209"],"abstract_inverted_index":{"Over":[0],"the":[1,46,52,84,118,125,158,174,179],"past":[2],"years,":[3],"deep":[4],"learning":[5],"has":[6],"enabled":[7],"significant":[8],"progress":[9],"in":[10,55,104,164],"several":[11,76],"tasks,":[12],"such":[13],"as":[14],"image":[15],"recognition,":[16],"speech":[17],"recognition":[18],"and":[19,39,148,185],"language":[20],"modelling.":[21],"Novel":[22],"Neural":[23,41],"architectures":[24,33],"are":[25,187],"behind":[26],"this":[27,95],"achievement.":[28],"However,":[29],"manually":[30],"designing":[31],"these":[32],"by":[34,49],"human":[35],"experts":[36],"is":[37,139],"time-consuming":[38,69],"error-prone.":[40],"architecture":[42,54,67,131,171],"search":[43,58,61,119,155,163,181],"(NAS)":[44],"automates":[45],"design":[47],"process":[48,62],"searching":[50],"for":[51,100],"best":[53],"a":[56,106,111,129,167],"huge":[57],"space.":[59],"This":[60],"requires":[63],"evaluating":[64],"each":[65,91],"sampled":[66,92],"via":[68],"training.":[70],"To":[71],"speed":[72],"up":[73],"NAS":[74],"algorithms,":[75],"existing":[77],"approaches":[78],"use":[79],"surrogate":[80,107,151,160,176],"models":[81,152,186],"that":[82,117],"predict":[83],"neural":[85],"architectures\u2019":[86],"precision":[87],"instead":[88,133],"of":[89,128],"training":[90],"one.":[93],"In":[94],"paper,":[96],"we":[97],"propose":[98],"RS-NAS":[99],"Rank-preserving":[101],"Surrogate":[102],"model":[103,108,177],"NAS,":[105],"trained":[109],"with":[110,153],"rank-preserving":[112,159],"loss":[113],"function.":[114],"We":[115,145],"posit":[116],"algorithm":[120],"doesn\u2019t":[121],"need":[122],"to":[123,135],"know":[124,136],"exact":[126],"accuracy":[127],"candidate":[130],"but":[132],"needs":[134],"if":[137],"it":[138],"better":[140],"or":[141],"worse":[142],"than":[143,172],"others.":[144],"thoroughly":[146],"experiment":[147],"validate":[149],"our":[150],"state-of-the-art":[154],"algorithms.":[156],"Using":[157],"models,":[161],"local":[162],"DARTS":[165],"finds":[166],"2%":[168],"more":[169],"accurate":[170],"using":[173],"NAS-Bench-301":[175],"on":[178],"same":[180],"time.":[182],"The":[183],"code":[184],"available:":[188],"https://github.com/IHIaadj/ranked_nas":[189]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
