{"id":"https://openalex.org/W4405056149","doi":"https://doi.org/10.1109/les.2024.3446948","title":"MetaTinyML: End-to-End Metareasoning Framework for TinyML Platforms","display_name":"MetaTinyML: End-to-End Metareasoning Framework for TinyML Platforms","publication_year":2024,"publication_date":"2024-12-01","ids":{"openalex":"https://openalex.org/W4405056149","doi":"https://doi.org/10.1109/les.2024.3446948"},"language":"en","primary_location":{"id":"doi:10.1109/les.2024.3446948","is_oa":false,"landing_page_url":"https://doi.org/10.1109/les.2024.3446948","pdf_url":null,"source":{"id":"https://openalex.org/S22443479","display_name":"IEEE Embedded Systems Letters","issn_l":"1943-0663","issn":["1943-0663","1943-0671"],"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 Embedded Systems Letters","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/A5002891616","display_name":"Mozhgan Navardi","orcid":"https://orcid.org/0000-0002-3521-2869"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mozhgan Navardi","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, USA"],"raw_orcid":"https://orcid.org/0000-0002-3521-2869","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, USA","institution_ids":["https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023630054","display_name":"Edward Humes","orcid":"https://orcid.org/0009-0002-3945-0116"},"institutions":[{"id":"https://openalex.org/I79272384","display_name":"University of Maryland, Baltimore County","ror":"https://ror.org/02qskvh78","country_code":"US","type":"education","lineage":["https://openalex.org/I79272384"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edward Humes","raw_affiliation_strings":["Department of Computer Science and Electrical Engineering, University of Maryland at Baltimore County, Baltimore, MD, USA"],"raw_orcid":"https://orcid.org/0009-0002-3945-0116","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Electrical Engineering, University of Maryland at Baltimore County, Baltimore, MD, USA","institution_ids":["https://openalex.org/I79272384"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084010501","display_name":"Tinoosh Mohsenin","orcid":"https://orcid.org/0000-0001-5551-2124"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tinoosh Mohsenin","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, USA","institution_ids":["https://openalex.org/I145311948"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5002891616"],"corresponding_institution_ids":["https://openalex.org/I145311948"],"apc_list":null,"apc_paid":null,"fwci":7.9168,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.97236311,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"16","issue":"4","first_page":"393","last_page":"396"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9825000166893005,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9825000166893005,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.9336000084877014,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/end-to-end-principle","display_name":"End-to-end principle","score":0.8689571619033813},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7743648290634155},{"id":"https://openalex.org/keywords/end-user","display_name":"End user","score":0.4762599468231201},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.32818830013275146},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.268309086561203},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.22374707460403442}],"concepts":[{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.8689571619033813},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7743648290634155},{"id":"https://openalex.org/C91262260","wikidata":"https://www.wikidata.org/wiki/Q528074","display_name":"End user","level":2,"score":0.4762599468231201},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.32818830013275146},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.268309086561203},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.22374707460403442}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/les.2024.3446948","is_oa":false,"landing_page_url":"https://doi.org/10.1109/les.2024.3446948","pdf_url":null,"source":{"id":"https://openalex.org/S22443479","display_name":"IEEE Embedded Systems Letters","issn_l":"1943-0663","issn":["1943-0663","1943-0671"],"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 Embedded Systems Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W602493290","https://openalex.org/W2626857346","https://openalex.org/W2966086598","https://openalex.org/W3092313655","https://openalex.org/W3182757709","https://openalex.org/W3202905974","https://openalex.org/W3213154195","https://openalex.org/W4214939762","https://openalex.org/W4281714587","https://openalex.org/W4313143415","https://openalex.org/W4376478840","https://openalex.org/W4380368650","https://openalex.org/W4385187267","https://openalex.org/W4387010847","https://openalex.org/W6774875199","https://openalex.org/W6855678831","https://openalex.org/W6860536494"],"related_works":["https://openalex.org/W4299590256","https://openalex.org/W2151749779","https://openalex.org/W3163634122","https://openalex.org/W2110442089","https://openalex.org/W2919182614","https://openalex.org/W2166381389","https://openalex.org/W4393280045","https://openalex.org/W2054736184","https://openalex.org/W3159728998","https://openalex.org/W2677083173"],"abstract_inverted_index":{"Efficiently":[0],"deploying":[1],"deep":[2],"neural":[3],"networks":[4],"on":[5,37,55,82],"resource-limited":[6],"embedded":[7],"systems":[8,39],"is":[9],"crucial":[10],"to":[11,69,97],"meet":[12],"real-time":[13],"and":[14,34],"power":[15,99],"consumption":[16,100],"requirements.":[17],"Utilizing":[18],"metareasoning":[19,50],"as":[20],"a":[21,48,91,103],"higher-level":[22],"controller":[23],"along":[24],"with":[25,90],"tiny":[26],"machine":[27],"learning":[28],"(TinyML)":[29],"can":[30],"enhance":[31],"energy":[32],"efficiency":[33],"reduce":[35],"latency":[36],"such":[38],"by":[40,64],"overseeing":[41],"available":[42],"resources.":[43],"This":[44],"study":[45],"introduces":[46],"MetaTinyML,":[47],"comprehensive":[49],"framework":[51,59,109],"for":[52,75],"self-guided":[53],"navigation":[54],"TinyML":[56],"platforms.":[57],"The":[58],"adapts":[60],"its":[61],"decision-making":[62],"process":[63],"factoring":[65],"in":[66],"environmental":[67],"changes":[68],"select":[70],"the":[71,76,107],"most":[72],"suitable":[73],"algorithms":[74],"current":[77],"scenario.":[78],"Implementation":[79],"of":[80,106],"MetaTinyML":[81,108],"an":[83],"NVIDIA":[84],"Jetson":[85],"Nano":[86],"4-GB":[87],"system":[88],"integrated":[89],"Jetbot":[92],"ground":[93],"vehicle":[94],"demonstrated":[95],"up":[96],"50%":[98],"enhancement.":[101],"View":[102],"video":[104],"demonstration":[105],"at:":[110],"Video.":[111]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
