{"id":"https://openalex.org/W4395666944","doi":"https://doi.org/10.1145/3625687.3625814","title":"On-NAS: On-Device Neural Architecture Search on Memory-Constrained Intelligent Embedded Systems","display_name":"On-NAS: On-Device Neural Architecture Search on Memory-Constrained Intelligent Embedded Systems","publication_year":2023,"publication_date":"2023-11-12","ids":{"openalex":"https://openalex.org/W4395666944","doi":"https://doi.org/10.1145/3625687.3625814"},"language":"en","primary_location":{"id":"doi:10.1145/3625687.3625814","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3625687.3625814","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3625687.3625814","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 21st ACM Conference on Embedded Networked Sensor Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3625687.3625814","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052324319","display_name":"Bosung Kim","orcid":"https://orcid.org/0009-0006-7210-1742"},"institutions":[{"id":"https://openalex.org/I48566637","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748","country_code":"KR","type":"education","lineage":["https://openalex.org/I48566637"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Bosung Kim","raw_affiliation_strings":["Ulsan National Institute of Science and Technology (UNIST), Ulsan, Ulsan, Korea, South ? Republic of Korea"],"raw_orcid":"https://orcid.org/0009-0006-7210-1742","affiliations":[{"raw_affiliation_string":"Ulsan National Institute of Science and Technology (UNIST), Ulsan, Ulsan, Korea, South ? Republic of Korea","institution_ids":["https://openalex.org/I48566637"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100658136","display_name":"Seulki Lee","orcid":"https://orcid.org/0009-0004-7162-0845"},"institutions":[{"id":"https://openalex.org/I48566637","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748","country_code":"KR","type":"education","lineage":["https://openalex.org/I48566637"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seulki Lee","raw_affiliation_strings":["Ulsan National Institute of Science and Technology (UNIST), Ulsan, Ulsan, Korea, South ? Republic of Korea"],"raw_orcid":"https://orcid.org/0009-0004-7162-0845","affiliations":[{"raw_affiliation_string":"Ulsan National Institute of Science and Technology (UNIST), Ulsan, Ulsan, Korea, South ? Republic of Korea","institution_ids":["https://openalex.org/I48566637"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I48566637"],"apc_list":null,"apc_paid":null,"fwci":0.2298,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.61683056,"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":"152","last_page":"166"},"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/T10502","display_name":"Advanced Memory and Neural Computing","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/T12676","display_name":"Machine Learning and ELM","score":0.9983999729156494,"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":0.8075658679008484},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5471779108047485},{"id":"https://openalex.org/keywords/memory-architecture","display_name":"Memory architecture","score":0.5443044304847717},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.46373382210731506},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.38179609179496765},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.350399911403656}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8075658679008484},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5471779108047485},{"id":"https://openalex.org/C2779602883","wikidata":"https://www.wikidata.org/wiki/Q15544750","display_name":"Memory architecture","level":2,"score":0.5443044304847717},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.46373382210731506},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.38179609179496765},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.350399911403656},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3625687.3625814","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3625687.3625814","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3625687.3625814","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 21st ACM Conference on Embedded Networked Sensor Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3625687.3625814","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3625687.3625814","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3625687.3625814","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 21st ACM Conference on Embedded Networked Sensor Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3812690899","display_name":null,"funder_award_id":"RS-2023","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G5090953461","display_name":null,"funder_award_id":"2020\u20130-01336","funder_id":"https://openalex.org/F4320335489","funder_display_name":"Institute for Information and Communications Technology Promotion"},{"id":"https://openalex.org/G679586511","display_name":null,"funder_award_id":"2020-0-01336","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G745469241","display_name":null,"funder_award_id":"2020-0-01336","funder_id":"https://openalex.org/F4320321348","funder_display_name":"Ulsan National Institute of Science and Technology"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320321348","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4395666944.pdf","grobid_xml":"https://content.openalex.org/works/W4395666944.grobid-xml"},"referenced_works_count":45,"referenced_works":["https://openalex.org/W1593532658","https://openalex.org/W1967134278","https://openalex.org/W2002748013","https://openalex.org/W2091133661","https://openalex.org/W2150355110","https://openalex.org/W2194775991","https://openalex.org/W2560647685","https://openalex.org/W2618530766","https://openalex.org/W2742443886","https://openalex.org/W2766447205","https://openalex.org/W2786070938","https://openalex.org/W2886851211","https://openalex.org/W2960010704","https://openalex.org/W2961719374","https://openalex.org/W2963728985","https://openalex.org/W2964081807","https://openalex.org/W2964444661","https://openalex.org/W2966284335","https://openalex.org/W3022780003","https://openalex.org/W3026554633","https://openalex.org/W3032945613","https://openalex.org/W3034202788","https://openalex.org/W3034251792","https://openalex.org/W3034516944","https://openalex.org/W3034906194","https://openalex.org/W3038070101","https://openalex.org/W3090288569","https://openalex.org/W3095102311","https://openalex.org/W3098071563","https://openalex.org/W3113151582","https://openalex.org/W3120721554","https://openalex.org/W3122132656","https://openalex.org/W3169203126","https://openalex.org/W3178193590","https://openalex.org/W3209828932","https://openalex.org/W4200228042","https://openalex.org/W4213439605","https://openalex.org/W4241395986","https://openalex.org/W4282960063","https://openalex.org/W4310248881","https://openalex.org/W4310935318","https://openalex.org/W4312257891","https://openalex.org/W4312847207","https://openalex.org/W4385565193","https://openalex.org/W6929361768"],"related_works":["https://openalex.org/W2588198209","https://openalex.org/W1909006023","https://openalex.org/W4205824991","https://openalex.org/W2038503502","https://openalex.org/W2154560316","https://openalex.org/W2105031241","https://openalex.org/W2001585562","https://openalex.org/W2077105843","https://openalex.org/W2112804590","https://openalex.org/W2140286994"],"abstract_inverted_index":{"We":[0],"introduce":[1],"On-NAS,":[2],"a":[3,59,71,142],"memory-efficient":[4,118],"on-device":[5,107],"neural":[6],"architecture":[7,22,43,61,120,160],"search":[8,121],"(NAS)":[9],"solution,":[10],"that":[11,148,192],"enables":[12],"memory-constrained":[13],"embedded":[14,54,183],"devices":[15,184],"to":[16,82,104,128,162,232],"find":[17],"the":[18,27,31,38,47,86,93,100,124,150,154,158,166,173,202,225],"best":[19,167],"deep":[20],"model":[21],"and":[23,102,113,130,138,144,177,198,212,228,234],"train":[24],"it":[25,35,200],"on":[26,30,53,182,201,204,221],"device.":[28],"Based":[29],"cell-based":[32],"differentiable":[33],"NAS,":[34],"drastically":[36],"curtails":[37],"massive":[39],"memory":[40,126,151,227],"requirement":[41],"of":[42,46,153,157,168],"search,":[44,116],"one":[45],"major":[48],"bottlenecks":[49],"in":[50,141,209],"realizing":[51],"NAS":[52,108,176,208],"devices.":[55],"On-NAS":[56,171,193],"first":[57,174],"pre-trains":[58],"basic":[60],"block,":[62],"called":[63],"meta":[64,95],"cell,":[65,143],"by":[66,122],"combining":[67],"n":[68,90,163],"cells":[69],"into":[70],"single":[72],"condensed":[73],"cell":[74,96],"via":[75,109],"two-fold":[76],"meta-learning,":[77],"which":[78],"can":[79],"flexibly":[80],"evolve":[81],"various":[83],"architectures,":[84],"saving":[85],"device":[87,101],"storage":[88,229],"space":[89],"times.":[91,164],"Then,":[92],"offline-learned":[94],"is":[97,172],"loaded":[98],"onto":[99],"unfolded":[103],"perform":[105],"online":[106],"1)":[110],"expectation-based":[111],"operation":[112],"edge":[114],"pair":[115],"enabling":[117],"partial":[119],"reducing":[123,224],"required":[125],"up":[127,161,231],"k":[129,135],"m/4":[131],"times,":[132],"respectively,":[133],"given":[134],"candidate":[136],"operations":[137],"m":[139],"nodes":[140],"2)":[145],"step-by-step":[146],"back-propagation":[147],"saves":[149],"usage":[152,230],"backward":[155],"pass":[156],"n-cell":[159],"To":[165],"our":[169],"knowledge,":[170],"standalone":[175],"training":[178],"solution":[179],"fully":[180],"operable":[181],"with":[185,206],"limited":[186],"memory.":[187],"Our":[188],"experiment":[189],"results":[190],"show":[191],"effectively":[194],"identifies":[195],"optimal":[196],"architectures":[197],"trains":[199],"device,":[203],"par":[205],"GPU-based":[207],"both":[210],"few-shot":[211],"full-task":[213],"learning":[214],"settings,":[215],"e.g.,":[216],"even":[217],"1.3%":[218],"higher":[219],"accuracy":[220],"miniImageNet,":[222],"while":[223],"run-time":[226],"20x":[233],"4x,":[235],"respectively.":[236]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2025-10-10T00:00:00"}
