{"id":"https://openalex.org/W4408859962","doi":"https://doi.org/10.1109/access.2025.3554185","title":"Hardware-Aware Iterative One-Shot Neural Architecture Search With Adaptable Knowledge Distillation for Efficient Edge Computing","display_name":"Hardware-Aware Iterative One-Shot Neural Architecture Search With Adaptable Knowledge Distillation for Efficient Edge Computing","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408859962","doi":"https://doi.org/10.1109/access.2025.3554185"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3554185","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3554185","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3554185","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089896362","display_name":"Oscal Tzyh-Chiang Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Oscal Tzyh-Chiang Chen","raw_affiliation_strings":["Department of Electrical Engineering, National Chung Cheng University, Minxiong, Chiayi, Taiwan","Department of Electrical Engineering, National Chung Cheng University, Chiayi, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Chung Cheng University, Minxiong, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]},{"raw_affiliation_string":"Department of Electrical Engineering, National Chung Cheng University, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059740880","display_name":"Yu-Xuan Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu-Xuan Chang","raw_affiliation_strings":["Department of Electrical Engineering, National Chung Cheng University, Minxiong, Chiayi, Taiwan","Department of Electrical Engineering, National Chung Cheng University, Chiayi, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Chung Cheng University, Minxiong, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]},{"raw_affiliation_string":"Department of Electrical Engineering, National Chung Cheng University, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074819260","display_name":"Chih-Yu Chung","orcid":null},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chih-Yu Chung","raw_affiliation_strings":["Department of Electrical Engineering, National Chung Cheng University, Minxiong, Chiayi, Taiwan","Department of Electrical Engineering, National Chung Cheng University, Chiayi, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Chung Cheng University, Minxiong, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]},{"raw_affiliation_string":"Department of Electrical Engineering, National Chung Cheng University, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055014344","display_name":"Yayun Cheng","orcid":"https://orcid.org/0000-0002-5319-5791"},"institutions":[{"id":"https://openalex.org/I148099254","display_name":"National Chung Cheng University","ror":"https://ror.org/0028v3876","country_code":"TW","type":"education","lineage":["https://openalex.org/I148099254"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ya-Yun Cheng","raw_affiliation_strings":["Department of Electrical Engineering, National Chung Cheng University, Minxiong, Chiayi, Taiwan","Department of Electrical Engineering, National Chung Cheng University, Chiayi, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Chung Cheng University, Minxiong, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]},{"raw_affiliation_string":"Department of Electrical Engineering, National Chung Cheng University, Chiayi, Taiwan","institution_ids":["https://openalex.org/I148099254"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019938778","display_name":"Manh-Hung Ha","orcid":null},"institutions":[{"id":"https://openalex.org/I177233841","display_name":"Vietnam National University, Hanoi","ror":"https://ror.org/02jmfj006","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Manh-Hung HA","raw_affiliation_strings":["Faculty of Applied Sciences, International School, Vietnam National University, Hanoi, Vietnam","International School, Faculty of Applied Sciences, Vietnam National University, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"Faculty of Applied Sciences, International School, Vietnam National University, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]},{"raw_affiliation_string":"International School, Faculty of Applied Sciences, Vietnam National University, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5089896362"],"corresponding_institution_ids":["https://openalex.org/I148099254"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":14.141,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.984919,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"13","issue":null,"first_page":"54204","last_page":"54222"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9966999888420105,"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/T10320","display_name":"Neural Networks and Applications","score":0.9966999888420105,"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":0.9866999983787537,"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/T12676","display_name":"Machine Learning and ELM","score":0.9787999987602234,"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":0.8168227076530457},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.570362389087677},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5287361145019531},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5057427883148193},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.49418213963508606},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.48926350474357605},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4629688262939453},{"id":"https://openalex.org/keywords/iterative-method","display_name":"Iterative method","score":0.43619561195373535},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.39761584997177124},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38556262850761414},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.18783527612686157}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8168227076530457},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.570362389087677},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5287361145019531},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5057427883148193},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.49418213963508606},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.48926350474357605},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4629688262939453},{"id":"https://openalex.org/C159694833","wikidata":"https://www.wikidata.org/wiki/Q2321565","display_name":"Iterative method","level":2,"score":0.43619561195373535},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.39761584997177124},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38556262850761414},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.18783527612686157},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3554185","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3554185","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b37f4c264f4549ecb4f0701ca6738933","is_oa":true,"landing_page_url":"https://doaj.org/article/b37f4c264f4549ecb4f0701ca6738933","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 54204-54222 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3554185","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3554185","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4703263166","display_name":null,"funder_award_id":"NSTC 112-2221-E-194-026-MY3","funder_id":"https://openalex.org/F4320331164","funder_display_name":"National Science and Technology Council"}],"funders":[{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1821462560","https://openalex.org/W2553303224","https://openalex.org/W2883780447","https://openalex.org/W2953604046","https://openalex.org/W2962721361","https://openalex.org/W2963125010","https://openalex.org/W2963163009","https://openalex.org/W2963351448","https://openalex.org/W2963821229","https://openalex.org/W2963918968","https://openalex.org/W2964081807","https://openalex.org/W2967733054","https://openalex.org/W2982083293","https://openalex.org/W2989676862","https://openalex.org/W3018757597","https://openalex.org/W3034368386","https://openalex.org/W3035130950","https://openalex.org/W3092663126","https://openalex.org/W3096533519","https://openalex.org/W3108326355","https://openalex.org/W3109946440","https://openalex.org/W3131500599","https://openalex.org/W3157144426","https://openalex.org/W3158482653","https://openalex.org/W3170226651","https://openalex.org/W3172752666","https://openalex.org/W3175515048","https://openalex.org/W4214513763","https://openalex.org/W4289305285","https://openalex.org/W4298005901","https://openalex.org/W4316660774","https://openalex.org/W4386076325","https://openalex.org/W4401016747","https://openalex.org/W6620707391","https://openalex.org/W6737664043","https://openalex.org/W6752515464","https://openalex.org/W6753344092","https://openalex.org/W6762718338","https://openalex.org/W6766029800","https://openalex.org/W6767064347","https://openalex.org/W6776110894","https://openalex.org/W6779566397","https://openalex.org/W6784847242","https://openalex.org/W6787972765","https://openalex.org/W6789791878"],"related_works":["https://openalex.org/W2074502265","https://openalex.org/W4214877189","https://openalex.org/W2773965352","https://openalex.org/W2381179799","https://openalex.org/W2980279061","https://openalex.org/W2334685461","https://openalex.org/W2366718574","https://openalex.org/W2359774528","https://openalex.org/W4298312966","https://openalex.org/W2325697621"],"abstract_inverted_index":{"The":[0,89,115,128],"growing":[1],"demand":[2],"for":[3,7,56,85,125,194,232,241],"edge":[4,242],"applications":[5],"calls":[6],"efficient":[8,46],"and":[9,59,78,98,157,177,189,197,202,223],"optimized":[10],"deep":[11],"neural":[12],"network":[13],"models.":[14],"Neural":[15],"Architecture":[16],"Search":[17],"(NAS)":[18],"is":[19],"instrumental":[20],"in":[21,68,142,192,213,221],"designing":[22],"such":[23],"models,":[24],"but":[25],"achieving":[26],"optimal":[27],"architectures":[28,51],"quickly":[29],"remains":[30],"a":[31,44,93,185,229],"key":[32],"challenge.":[33],"To":[34],"address":[35],"this,":[36],"we":[37],"propose":[38],"Hardware-aware":[39],"Iterative":[40],"One-shot":[41],"NAS":[42],"(HIO-NAS),":[43],"highly":[45],"approach":[47],"that":[48,209],"iteratively":[49],"explores":[50],"across":[52],"predefined":[53],"search":[54,87,151],"spaces":[55],"depth,":[57],"filter,":[58],"width,":[60],"all":[61],"while":[62],"respecting":[63],"hardware":[64,76,113,124],"constraints.":[65],"HIO-NAS":[66,153,181,227],"operates":[67],"four":[69],"main":[70],"steps:":[71],"full":[72],"training,":[73],"random":[74,103],"search,":[75,104],"verification,":[77],"retraining":[79],"with":[80],"adaptable":[81,129],"knowledge":[82,130],"distillation,":[83],"repeated":[84],"each":[86],"space.":[88],"hardware-aware":[90],"mechanism":[91],"incorporates":[92],"lookup":[94],"table":[95],"to":[96,112,172],"evaluate":[97],"filter":[99,222],"subnetworks":[100],"sampled":[101],"during":[102,146],"ensuring":[105],"only":[106],"the":[107,122,135,143,206],"most":[108],"promising":[109],"candidates":[110],"proceed":[111],"verification.":[114],"top-performing":[116],"subnetwork(s)":[117],"are":[118],"then":[119],"deployed":[120],"on":[121,140,175,179],"target":[123],"further":[126],"validation.":[127],"distillation":[131],"technique":[132],"dynamically":[133],"adjusts":[134],"teacher":[136],"model\u2019s":[137],"influence":[138],"based":[139],"deviations":[141],"cost":[144],"function":[145],"training.":[147],"By":[148],"progressively":[149],"refining":[150],"spaces,":[152],"reduces":[154],"computational":[155],"overhead":[156],"avoids":[158],"convergence":[159],"issues.":[160],"Its":[161],"hypernetwork":[162],"design":[163],"emphasizes":[164],"chain-like":[165],"structures,":[166],"where":[167],"layers":[168],"maintain":[169],"connectivity.":[170],"Applied":[171],"MobileNet":[173,195],"v2":[174],"CIFAR-100":[176],"YOLOv7":[178,201],"BDD100K,":[180],"delivered":[182],"significant":[183],"improvements:":[184],"2.1%":[186],"accuracy":[187],"gain":[188],"20.8%":[190],"reduction":[191],"latency":[193],"v2,":[196],"better":[198,220],"performance":[199],"over":[200],"its":[203],"variants.":[204],"Interestingly,":[205],"findings":[207],"highlight":[208],"unit-sharing":[210],"topologies":[211,218],"excel":[212],"depth":[214],"searches,":[215],"whereas":[216],"unit-non-sharing":[217],"perform":[219],"width":[224],"searches.":[225],"Overall,":[226],"showcases":[228],"robust":[230],"capability":[231],"efficiently":[233],"discovering":[234],"high-performance,":[235],"hardware-optimized":[236],"architectures,":[237],"making":[238],"it":[239],"ideal":[240],"applications.":[243]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}