{"id":"https://openalex.org/W4412605196","doi":"https://doi.org/10.1109/access.2025.3592039","title":"Intelligent Layer Sharing (ILASH): A Predictive Neural Architecture Search Framework for Multi-Task Applications","display_name":"Intelligent Layer Sharing (ILASH): A Predictive Neural Architecture Search Framework for Multi-Task Applications","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412605196","doi":"https://doi.org/10.1109/access.2025.3592039"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3592039","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3592039","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.2025.3592039","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079425599","display_name":"Md Hafizur Rahman","orcid":"https://orcid.org/0000-0002-1981-6582"},"institutions":[{"id":"https://openalex.org/I7947594","display_name":"University of Maine","ror":"https://ror.org/01adr0w49","country_code":"US","type":"education","lineage":["https://openalex.org/I2802397601","https://openalex.org/I7947594"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md Hafizur Rahman","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Maine, Orono, ME, USA","Department of Electrical and Computer Engineering, University of Maine, ME, USA"],"raw_orcid":"https://orcid.org/0000-0002-1981-6582","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Maine, Orono, ME, USA","institution_ids":["https://openalex.org/I7947594"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Maine, ME, USA","institution_ids":["https://openalex.org/I7947594"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039694090","display_name":"Zafaryab Haider","orcid":"https://orcid.org/0000-0003-1849-5817"},"institutions":[{"id":"https://openalex.org/I7947594","display_name":"University of Maine","ror":"https://ror.org/01adr0w49","country_code":"US","type":"education","lineage":["https://openalex.org/I2802397601","https://openalex.org/I7947594"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zafaryab Haider","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Maine, Orono, ME, USA","Department of Electrical and Computer Engineering, University of Maine, ME, USA"],"raw_orcid":"https://orcid.org/0000-0003-1849-5817","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Maine, Orono, ME, USA","institution_ids":["https://openalex.org/I7947594"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Maine, ME, USA","institution_ids":["https://openalex.org/I7947594"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051280144","display_name":"Md Mashfiq Rizvee","orcid":"https://orcid.org/0000-0001-7414-7951"},"institutions":[{"id":"https://openalex.org/I146416000","display_name":"University of Kansas","ror":"https://ror.org/001tmjg57","country_code":"US","type":"education","lineage":["https://openalex.org/I146416000"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md Mashfiq Rizvee","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, University of Kansas, Lawrence, KS, USA","Department of Electrical Engineering and Computer Science, University of Kansas, KA, USA"],"raw_orcid":"https://orcid.org/0000-0001-7414-7951","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of Kansas, Lawrence, KS, USA","institution_ids":["https://openalex.org/I146416000"]},{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of Kansas, KA, USA","institution_ids":["https://openalex.org/I146416000"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011935572","display_name":"Sumaiya Shomaji","orcid":"https://orcid.org/0000-0003-3478-4360"},"institutions":[{"id":"https://openalex.org/I146416000","display_name":"University of Kansas","ror":"https://ror.org/001tmjg57","country_code":"US","type":"education","lineage":["https://openalex.org/I146416000"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sumaiya Shomaji","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, University of Kansas, Lawrence, KS, USA","Department of Electrical Engineering and Computer Science, University of Kansas, KA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of Kansas, Lawrence, KS, USA","institution_ids":["https://openalex.org/I146416000"]},{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of Kansas, KA, USA","institution_ids":["https://openalex.org/I146416000"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013184572","display_name":"Prabuddha Chakraborty","orcid":"https://orcid.org/0000-0002-5102-4200"},"institutions":[{"id":"https://openalex.org/I7947594","display_name":"University of Maine","ror":"https://ror.org/01adr0w49","country_code":"US","type":"education","lineage":["https://openalex.org/I2802397601","https://openalex.org/I7947594"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Prabuddha Chakraborty","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Maine, Orono, ME, USA","Department of Electrical and Computer Engineering, University of Maine, ME, USA"],"raw_orcid":"https://orcid.org/0000-0002-5102-4200","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Maine, Orono, ME, USA","institution_ids":["https://openalex.org/I7947594"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Maine, ME, USA","institution_ids":["https://openalex.org/I7947594"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.5175,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.92980122,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"132767","last_page":"132781"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.28540000319480896,"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":0.28540000319480896,"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":0.8217077255249023},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6386319398880005},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.5826032757759094},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5128698348999023},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.4826991558074951},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.43365541100502014},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4163699448108673},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.35330072045326233}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8217077255249023},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6386319398880005},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.5826032757759094},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5128698348999023},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.4826991558074951},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.43365541100502014},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4163699448108673},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.35330072045326233},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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.2025.3592039","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3592039","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:a638749eed7c4e6483d4aa9346ddcf5f","is_oa":true,"landing_page_url":"https://doaj.org/article/a638749eed7c4e6483d4aa9346ddcf5f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 132767-132781 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3592039","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3592039","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/G6827394431","display_name":null,"funder_award_id":"OIA-2416915","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1896424170","https://openalex.org/W2194775991","https://openalex.org/W2553303224","https://openalex.org/W2773706593","https://openalex.org/W2809290718","https://openalex.org/W2887063112","https://openalex.org/W2913340405","https://openalex.org/W2914036220","https://openalex.org/W2925665976","https://openalex.org/W2963430933","https://openalex.org/W2963821229","https://openalex.org/W2963877604","https://openalex.org/W2964024268","https://openalex.org/W2964081807","https://openalex.org/W2965658867","https://openalex.org/W2981009032","https://openalex.org/W3037032032","https://openalex.org/W3109946440","https://openalex.org/W3128096387","https://openalex.org/W3165801113","https://openalex.org/W3173807327","https://openalex.org/W4214899527","https://openalex.org/W4312354469","https://openalex.org/W4312884055","https://openalex.org/W4313312731","https://openalex.org/W4322194740","https://openalex.org/W4383753323","https://openalex.org/W4385172865","https://openalex.org/W4385804999","https://openalex.org/W4387204747","https://openalex.org/W4390533460","https://openalex.org/W4390629254","https://openalex.org/W4390872925","https://openalex.org/W4390874224","https://openalex.org/W4396976447","https://openalex.org/W4401673442","https://openalex.org/W6637373629","https://openalex.org/W6737664043","https://openalex.org/W6745614327","https://openalex.org/W6752515464","https://openalex.org/W6753701838","https://openalex.org/W6766225098","https://openalex.org/W6788673338","https://openalex.org/W6796806396","https://openalex.org/W6810209121","https://openalex.org/W6852448103","https://openalex.org/W6862080117","https://openalex.org/W6862082199","https://openalex.org/W7048603289"],"related_works":["https://openalex.org/W2588198209","https://openalex.org/W1909006023","https://openalex.org/W4205824991","https://openalex.org/W3200723557","https://openalex.org/W4312713546","https://openalex.org/W2362195430","https://openalex.org/W2347494122","https://openalex.org/W2567983276","https://openalex.org/W2117216852","https://openalex.org/W2038503502"],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"(AI)":[2],"is":[3],"widely":[4],"used":[5],"in":[6,22,27,106],"various":[7],"fields":[8,24],"including":[9],"healthcare,":[10],"autonomous":[11],"vehicles,":[12],"robotics,":[13],"traffic":[14],"monitoring,":[15],"and":[16,37,59,91,111,127,137,154,168,186],"agriculture.":[17],"Many":[18],"modern":[19],"AI":[20,46],"applications":[21,152],"these":[23,62],"are":[25,38],"multi-tasking":[26],"nature":[28],"(i.e.":[29],"perform":[30,117],"multiple":[31],"analyses":[32],"on":[33,40],"the":[34,45,103,121,128],"same":[35],"data)":[36],"deployed":[39],"resource-constrained":[41],"edge":[42],"devices,":[43],"requiring":[44],"models":[47],"to":[48,101,173],"be":[49],"efficient":[50,105],"across":[51,177],"different":[52,144],"metrics":[53,180],"such":[54],"as":[55],"power,":[56],"frame":[57,89],"rate,":[58,90],"size.":[60,94],"For":[61],"specific":[63],"use-cases,":[64],"we":[65],"propose":[66],"a":[67,80,97],"new":[68],"paradigm":[69,126],"of":[70,108,120],"intelligent":[71,99],"neural":[72,145,163],"network":[73],"architecture":[74,125,146,164],"search":[75,104,147,165],"framework":[76,130],"(ILASH)":[77],"that":[78,149],"leverages":[79],"layer":[81,123],"sharing":[82],"concept":[83],"for":[84],"minimizing":[85],"power":[86],"utilization,":[87],"increasing":[88],"reducing":[92],"model":[93],"ILASH":[95,129,141,159,170],"utilizes":[96],"data-driven":[98],"approach":[100],"make":[102],"terms":[107],"energy,":[109,185],"time,":[110],"frames":[112],"per":[113],"second":[114],"(FPS).":[115],"We":[116,139,156],"extensive":[118],"evaluations":[119],"proposed":[122],"shared":[124],"using":[131],"three":[132],"open-source":[133],"datasets":[134],"(UTKFace,":[135],"MTFL,":[136],"CelebA).":[138],"compare":[140],"with":[142],"two":[143,161],"libraries":[148],"support":[150],"multi-task":[151],"(LibMTL":[153],"AutoKeras).":[155],"also":[157],"evaluate":[158],"against":[160],"standard":[162],"frameworks":[166],"(DARTS":[167],"ENAS).":[169],"was":[171],"able":[172],"surpass":[174],"state-of-the-art":[175],"performance":[176],"most":[178],"comparison":[179],"(e.g.":[181],"task":[182],"accuracy,":[183],"search/inference":[184],"fps).":[187]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
