{"id":"https://openalex.org/W4410342201","doi":"https://doi.org/10.1109/tc.2025.3569161","title":"In-Situ NAS: A Plug-and-Search Neural Architecture Search Framework Across Hardware Platforms","display_name":"In-Situ NAS: A Plug-and-Search Neural Architecture Search Framework Across Hardware Platforms","publication_year":2025,"publication_date":"2025-05-13","ids":{"openalex":"https://openalex.org/W4410342201","doi":"https://doi.org/10.1109/tc.2025.3569161"},"language":"en","primary_location":{"id":"doi:10.1109/tc.2025.3569161","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tc.2025.3569161","pdf_url":null,"source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","1557-9956","2326-3814"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computers","raw_type":"journal-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/A5020999085","display_name":"Hao Lv","orcid":"https://orcid.org/0000-0003-3504-265X"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hao Lv","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","Institute of Computing Technology, Chinese Academy of Sciences"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100433860","display_name":"Lei Zhang","orcid":"https://orcid.org/0000-0001-9711-8758"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Zhang","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","Institute of Computing Technology, Chinese Academy of Sciences"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100346965","display_name":"Ying Wang","orcid":"https://orcid.org/0000-0001-5172-4736"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Wang","raw_affiliation_strings":["State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","Institute of Computing Technology, Chinese Academy of Sciences"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Computer Architecture, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5020999085"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"],"apc_list":null,"apc_paid":null,"fwci":2.3568,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.89049465,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"74","issue":"9","first_page":"2856","last_page":"2869"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9362000226974487,"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":0.9362000226974487,"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":0.6821584701538086},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.6189963817596436},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4851404130458832},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.4172225594520569}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6821584701538086},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.6189963817596436},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4851404130458832},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.4172225594520569},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tc.2025.3569161","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tc.2025.3569161","pdf_url":null,"source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","1557-9956","2326-3814"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6886191386","display_name":null,"funder_award_id":"NSFC.62222411","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W2108598243","https://openalex.org/W2123859926","https://openalex.org/W2159211021","https://openalex.org/W2442974303","https://openalex.org/W2606722458","https://openalex.org/W2889314677","https://openalex.org/W2960010704","https://openalex.org/W2963125010","https://openalex.org/W2963163009","https://openalex.org/W2963821229","https://openalex.org/W2963918968","https://openalex.org/W2964081807","https://openalex.org/W2965658867","https://openalex.org/W2967733054","https://openalex.org/W2980137827","https://openalex.org/W2982072761","https://openalex.org/W2982083293","https://openalex.org/W3035400692","https://openalex.org/W3042416028","https://openalex.org/W3095319910","https://openalex.org/W3108099775","https://openalex.org/W3176537956","https://openalex.org/W3189863210","https://openalex.org/W3190062760","https://openalex.org/W3210705689","https://openalex.org/W4214680115","https://openalex.org/W4226437046","https://openalex.org/W4254672563","https://openalex.org/W4394625684","https://openalex.org/W6620707391","https://openalex.org/W6637373629","https://openalex.org/W6679436768","https://openalex.org/W6751349269","https://openalex.org/W6752515464","https://openalex.org/W6755207826","https://openalex.org/W6756887525","https://openalex.org/W6761066626","https://openalex.org/W6762718338","https://openalex.org/W6764013109","https://openalex.org/W6767064347","https://openalex.org/W6780506207","https://openalex.org/W6784049209","https://openalex.org/W6784324097","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2038503502"],"abstract_inverted_index":{"Hardware-aware":[0],"Neural":[1],"Architecture":[2],"Search":[3],"(HW-NAS)":[4],"has":[5],"garnered":[6],"significant":[7],"research":[8],"interest":[9],"due":[10],"to":[11,14,32,120,133,175,198],"its":[12],"ability":[13],"automate":[15],"the":[16,37,43,66,80,101,107,135,140,169],"design":[17],"of":[18,46,69,88],"neural":[19],"networks":[20,187],"for":[21],"various":[22,179],"hardware":[23,150,165,195],"platforms.":[24,151],"Prevalent":[25],"HW-NAS":[26,73,81,92],"frameworks":[27],"often":[28],"use":[29,57],"fast":[30],"predictors":[31,49],"estimate":[33],"network":[34],"performance,":[35],"bypassing":[36],"time-consuming":[38],"actual":[39,70],"profiling":[40,71,89,143],"step.":[41],"However,":[42],"resource-intensive":[44],"nature":[45],"building":[47],"these":[48],"and":[50,74,93,97,109,117,123],"their":[51,55],"accuracy":[52,190],"limitations":[53],"hinder":[54],"practical":[56],"in":[58,72,91,138,178],"diverse":[59,149,194],"deployment":[60,180],"scenarios.":[61,181],"In":[62],"response,":[63],"we":[64],"emphasize":[65],"indispensable":[67],"role":[68],"explore":[75],"efficiency":[76],"optimization":[77],"possibilities":[78],"within":[79],"framework.":[82],"We":[83,104],"provide":[84],"a":[85],"systematic":[86],"analysis":[87],"overhead":[90,171],"identify":[94],"many":[95],"redundant":[96],"unnecessary":[98],"operations":[99],"during":[100],"search":[102,170],"phase.":[103],"then":[105],"optimize":[106],"workflow":[108],"present":[110],"Insitu":[111],"NAS,":[112],"which":[113],"leverages":[114],"similarity":[115],"features":[116],"exploration":[118],"history":[119],"eliminate":[121],"redundancy":[122],"improve":[124],"runtime":[125],"efficiency.":[126],"In-situ":[127,156,183],"NAS":[128,157,184],"also":[129],"offers":[130],"simplified":[131],"interfaces":[132],"ease":[134],"user\u2019s":[136],"effort":[137],"managing":[139],"complex":[141],"device-dependent":[142],"flow,":[144],"enabling":[145],"plug-and-search":[146],"functionality":[147],"across":[148,163,193],"Experimental":[152],"results":[153],"show":[154],"that":[155],"achieves":[158],"an":[159],"average":[160],"10x":[161],"speedup":[162],"different":[164],"platforms":[166,196],"while":[167],"reducing":[168],"by":[172],"8x":[173],"compared":[174,197],"predictor-based":[176,199],"approaches":[177],"Additionally,":[182],"consistently":[185],"discovers":[186],"with":[188],"better":[189],"(about":[191],"1.5%)":[192],"NAS.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}