{"id":"https://openalex.org/W4399497125","doi":"https://doi.org/10.1145/3615338.3618125","title":"Deploying Machine Learning Models to Ahead-of-Time Runtime on Edge Using MicroTVM","display_name":"Deploying Machine Learning Models to Ahead-of-Time Runtime on Edge Using MicroTVM","publication_year":2023,"publication_date":"2023-09-21","ids":{"openalex":"https://openalex.org/W4399497125","doi":"https://doi.org/10.1145/3615338.3618125"},"language":"en","primary_location":{"id":"doi:10.1145/3615338.3618125","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3615338.3618125","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 Workshop on Compilers, Deployment, and Tooling for Edge AI","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100322154","display_name":"Chen Liu","orcid":"https://orcid.org/0000-0002-3288-9516"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Chen Liu","raw_affiliation_strings":["TU Dresden, Dresden, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3288-9516","affiliations":[{"raw_affiliation_string":"TU Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036420094","display_name":"Matthias Jobst","orcid":"https://orcid.org/0000-0003-3147-1625"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Matthias Jobst","raw_affiliation_strings":["TU Dresden, Dresden, Germany"],"raw_orcid":"https://orcid.org/0000-0003-3147-1625","affiliations":[{"raw_affiliation_string":"TU Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068500364","display_name":"Liyuan Guo","orcid":"https://orcid.org/0000-0002-7170-0464"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Liyuan Guo","raw_affiliation_strings":["TU Dresden, Dresden, Germany"],"raw_orcid":"https://orcid.org/0000-0002-7170-0464","affiliations":[{"raw_affiliation_string":"TU Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080940846","display_name":"Xinyue Shi","orcid":"https://orcid.org/0009-0008-8102-7614"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Xinyue Shi","raw_affiliation_strings":["TU Dresden, Dresden, Germany"],"raw_orcid":"https://orcid.org/0009-0008-8102-7614","affiliations":[{"raw_affiliation_string":"TU Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003942211","display_name":"Johannes Partzsch","orcid":"https://orcid.org/0000-0002-6286-5064"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes Partzsch","raw_affiliation_strings":["TU Dresden, Dresden, Germany"],"raw_orcid":"https://orcid.org/0000-0002-6286-5064","affiliations":[{"raw_affiliation_string":"TU Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071241846","display_name":"Christian Mayr","orcid":"https://orcid.org/0000-0003-3502-0872"},"institutions":[{"id":"https://openalex.org/I78650965","display_name":"Technische Universit\u00e4t Dresden","ror":"https://ror.org/042aqky30","country_code":"DE","type":"education","lineage":["https://openalex.org/I78650965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Mayr","raw_affiliation_strings":["TU Dresden, Dresden, Germany"],"raw_orcid":"https://orcid.org/0000-0003-3502-0872","affiliations":[{"raw_affiliation_string":"TU Dresden, Dresden, Germany","institution_ids":["https://openalex.org/I78650965"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I78650965"],"apc_list":null,"apc_paid":null,"fwci":2.204,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.89010283,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"37","last_page":"40"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11398","display_name":"Hand Gesture Recognition Systems","score":0.980400025844574,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T11398","display_name":"Hand Gesture Recognition Systems","score":0.980400025844574,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T10789","display_name":"Interactive and Immersive Displays","score":0.9732999801635742,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.9574999809265137,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.7764310836791992},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6392565369606018},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38092514872550964}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7764310836791992},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6392565369606018},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38092514872550964}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3615338.3618125","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3615338.3618125","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 Workshop on Compilers, Deployment, and Tooling for Edge AI","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":3,"referenced_works":["https://openalex.org/W2068972050","https://openalex.org/W4282037125","https://openalex.org/W4294691854"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"In":[0,38],"the":[1,56,84,99,104],"past":[2],"few":[3],"years,":[4],"more":[5,7],"and":[6],"AI":[8],"applications":[9],"have":[10],"been":[11],"applied":[12],"to":[13,51,83],"edge":[14],"devices.":[15,71],"However,":[16],"models":[17],"trained":[18],"by":[19],"data":[20],"scientists":[21],"with":[22,87],"machine":[23,61],"learning":[24,62],"frameworks,":[25],"such":[26],"as":[27],"PyTorch":[28],"or":[29],"TensorFlow,":[30],"can":[31,79],"not":[32],"be":[33,80],"seamlessly":[34],"executed":[35],"on":[36,68,117],"edge.":[37],"this":[39],"paper,":[40],"we":[41,110],"develop":[42],"an":[43,118],"end-to-end":[44],"code":[45],"generator":[46],"parsing":[47],"a":[48,60,88,112],"pre-trained":[49],"model":[50],"C":[52,108],"source":[53],"libraries":[54],"for":[55],"backend":[57],"using":[58,103],"MicroTVM,":[59],"compiler":[63],"framework":[64],"extension":[65],"addressing":[66],"inference":[67],"bare":[69],"metal":[70],"An":[72],"analysis":[73],"shows":[74],"that":[75],"specific":[76],"compute-intensive":[77],"operators":[78],"easily":[81],"offloaded":[82],"dedicated":[85],"accelerator":[86],"Universal":[89],"Modular":[90],"Accelerator":[91],"(UMA)":[92],"interface,":[93],"while":[94],"others":[95],"are":[96],"processed":[97],"in":[98],"CPU":[100],"cores.":[101],"By":[102],"automatically":[105],"generated":[106],"ahead-of-time":[107],"runtime,":[109],"conduct":[111],"hand":[113],"gesture":[114],"recognition":[115],"experiment":[116],"ARM":[119],"Cortex":[120],"M4F":[121],"core.":[122]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}