{"id":"https://openalex.org/W4404133425","doi":"https://doi.org/10.1145/3649329.3655686","title":"MTL-Split: Multi-Task Learning for Edge Devices using Split Computing","display_name":"MTL-Split: Multi-Task Learning for Edge Devices using Split Computing","publication_year":2024,"publication_date":"2024-06-23","ids":{"openalex":"https://openalex.org/W4404133425","doi":"https://doi.org/10.1145/3649329.3655686"},"language":"en","primary_location":{"id":"doi:10.1145/3649329.3655686","doi":"https://doi.org/10.1145/3649329.3655686","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3649329.3655686","pdf_url":null,"source":{"id":"https://openalex.org/S4210231368","display_name":"ACM/IEEE Design Automation Conference (DAC)","issn_l":"0738-100X","issn":["0738-100X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 61st ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1145/3649329.3655686","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021904143","display_name":"Luigi Capogrosso","orcid":"https://orcid.org/0000-0002-4941-2255","observed_orcids":["https://orcid.org/0000-0002-4941-2255"]},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luigi Capogrosso","raw_affiliation_strings":["Department of Engineering for Innovation Medicine, University of Verona, Verona, Italy"],"raw_orcid":"https://orcid.org/0000-0002-4941-2255","affiliations":[{"raw_affiliation_string":"Department of Engineering for Innovation Medicine, University of Verona, Verona, Italy","institution_ids":["https://openalex.org/I119439378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068919830","display_name":"Enrico Fraccaroli","orcid":"https://orcid.org/0000-0002-9739-6501","observed_orcids":["https://orcid.org/0000-0002-9739-6501"]},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Enrico Fraccaroli","raw_affiliation_strings":["Department of Engineering for Innovation Medicine, University of Verona, Verona, Italy"],"raw_orcid":"https://orcid.org/0000-0002-9739-6501","affiliations":[{"raw_affiliation_string":"Department of Engineering for Innovation Medicine, University of Verona, Verona, Italy","institution_ids":["https://openalex.org/I119439378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100737286","display_name":"Samarjit Chakraborty","orcid":"https://orcid.org/0000-0002-0503-6235","observed_orcids":["https://orcid.org/0000-0002-0503-6235"]},"institutions":[{"id":"https://openalex.org/I114027177","display_name":"University of North Carolina at Chapel Hill","ror":"https://ror.org/0130frc33","country_code":"US","type":"education","lineage":["https://openalex.org/I114027177"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samarjit Chakraborty","raw_affiliation_strings":["Department of Computer Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States"],"raw_orcid":"https://orcid.org/0000-0002-0503-6235","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States","institution_ids":["https://openalex.org/I114027177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040302302","display_name":"Franco Fummi","orcid":"https://orcid.org/0000-0002-4404-5791","observed_orcids":["https://orcid.org/0000-0002-4404-5791"]},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Franco Fummi","raw_affiliation_strings":["Department of Engineering for Innovation Medicine, University of Verona, Verona, Italy"],"raw_orcid":"https://orcid.org/0000-0002-4404-5791","affiliations":[{"raw_affiliation_string":"Department of Engineering for Innovation Medicine, University of Verona, Verona, Italy","institution_ids":["https://openalex.org/I119439378"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033671063","display_name":"Marco Cristani","orcid":"https://orcid.org/0000-0002-0523-6042","observed_orcids":["https://orcid.org/0000-0002-0523-6042"]},"institutions":[{"id":"https://openalex.org/I119439378","display_name":"University of Verona","ror":"https://ror.org/039bp8j42","country_code":"IT","type":"education","lineage":["https://openalex.org/I119439378"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Cristani","raw_affiliation_strings":["Department of Engineering for Innovation Medicine, University of Verona, Verona, Italy"],"raw_orcid":"https://orcid.org/0000-0002-0523-6042","affiliations":[{"raw_affiliation_string":"Department of Engineering for Innovation Medicine, University of Verona, Verona, Italy","institution_ids":["https://openalex.org/I119439378"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.0533,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.95013182,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9609000086784363,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9609000086784363,"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"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.03519999980926514,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.0006000000284984708,"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/split-computing","display_name":"split computing","score":0.8849999904632568},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"multi-task learning","score":0.9890000224113464},{"id":"https://openalex.org/keywords/edge-devices","display_name":"edge devices","score":0.8259999752044678},{"id":"https://openalex.org/keywords/deep-neural-network-partitioning","display_name":"deep neural network partitioning","score":0.7879999876022339},{"id":"https://openalex.org/keywords/edge-cloud-deployment","display_name":"edge-cloud deployment","score":0.4819999933242798},{"id":"https://openalex.org/keywords/latency-sensitive-applications","display_name":"delay-sensitive applications","score":0.6169999837875366},{"id":"https://openalex.org/keywords/embedded-systems","display_name":"embedded systems","score":0.7250000238418579},{"id":"https://openalex.org/keywords/automotive-applications","display_name":"automotive applications","score":0.7850000262260437},{"id":"https://openalex.org/keywords/computational-constraints","display_name":"computational resource constraints","score":0.5569999814033508}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7490562200546265},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6463401317596436},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5959264039993286},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.5493608713150024},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5329310297966003},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46669676899909973},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3351995348930359},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3319306969642639},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1145/3649329.3655686","doi":"https://doi.org/10.1145/3649329.3655686","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3649329.3655686","pdf_url":null,"source":{"id":"https://openalex.org/S4210231368","display_name":"ACM/IEEE Design Automation Conference (DAC)","issn_l":"0738-100X","issn":["0738-100X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 61st ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2407.05982","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2407.05982","pdf_url":"https://arxiv.org/pdf/2407.05982","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:iris.polito.it:11583/2994382","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/11583/2994382","pdf_url":"https://iris.polito.it/bitstream/11583/2994382/1/3649329.3655686.pdf","source":{"id":"https://openalex.org/S7407055329","display_name":"PORTO@Iris","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"doi:10.48550/arxiv.2407.05982","doi":"https://doi.org/10.48550/arxiv.2407.05982","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2407.05982","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.1145/3649329.3655686","doi":"https://doi.org/10.1145/3649329.3655686","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3649329.3655686","pdf_url":null,"source":{"id":"https://openalex.org/S4210231368","display_name":"ACM/IEEE Design Automation Conference (DAC)","issn_l":"0738-100X","issn":["0738-100X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 61st ACM/IEEE Design Automation Conference","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4943999946117401}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1374306608","display_name":null,"funder_award_id":"ECS00000043","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G3023849138","display_name":null,"funder_award_id":"23/06/ 2022","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G3259708813","display_name":null,"funder_award_id":"1058 23/06/202 2","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5369022524","display_name":"STRATEgic GUide to Smart manufacturing","funder_award_id":"101109243","funder_id":"https://openalex.org/F4320338438","funder_display_name":"HORIZON EUROPE Marie Sklodowska-Curie Actions"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null},{"id":"https://openalex.org/F4320338438","display_name":"HORIZON EUROPE Marie Sklodowska-Curie Actions","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404133425.pdf","grobid_xml":"https://content.openalex.org/works/W4404133425.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W2784371332","https://openalex.org/W2785025328","https://openalex.org/W2786593326","https://openalex.org/W2798512429","https://openalex.org/W2893379203","https://openalex.org/W2908510526","https://openalex.org/W2912298604","https://openalex.org/W2944779197","https://openalex.org/W2980150456","https://openalex.org/W3034368386","https://openalex.org/W3134255974","https://openalex.org/W3184606595","https://openalex.org/W3185659533","https://openalex.org/W3198897329","https://openalex.org/W4236099117","https://openalex.org/W4236965008","https://openalex.org/W4293003071","https://openalex.org/W4312045534","https://openalex.org/W4313166855"],"related_works":["https://openalex.org/W4408048034","https://openalex.org/W4411143142","https://openalex.org/W4409261937","https://openalex.org/W6894045089","https://openalex.org/W7006348865","https://openalex.org/W4401943788","https://openalex.org/W4402628505","https://openalex.org/W4292246401","https://openalex.org/W4285408246","https://openalex.org/W3092444783"],"abstract_inverted_index":{"Split":[0],"Computing":[1],"(SC),":[2],"where":[3,87],"a":[4,13,26,32,116,123],"Deep":[5],"Neural":[6],"Network":[7],"(DNN)":[8],"is":[9,29,91,154],"intelligently":[10],"split":[11],"with":[12],"part":[14],"of":[15,39,98],"it":[16],"deployed":[17,56,121],"on":[18,25,145],"an":[19],"edge":[20],"device":[21],"and":[22,136,148],"the":[23,37,51,76,88],"rest":[24],"remote":[27],"server":[28],"emerging":[30],"as":[31,73],"promising":[33],"approach.":[34],"It":[35],"allows":[36],"power":[38],"DNNs":[40,101],"to":[41,54,113,119],"be":[42,55,120],"leveraged":[43],"for":[44,93,102],"latency-sensitive":[45],"applications":[46],"that":[47],"do":[48],"not":[49,59,127],"allow":[50],"entire":[52],"DNN":[53,90,118],"remotely,":[57],"while":[58],"having":[60,99],"sufficient":[61],"computation":[62],"bandwidth":[63],"available":[64,155],"locally.":[65],"In":[66],"many":[67],"such":[68,72,115],"embedded":[69],"systems":[70],"scenarios,":[71],"those":[74],"in":[75],"automotive":[77],"domain,":[78],"computational":[79],"resource":[80],"constraints":[81],"also":[82],"necessitate":[83],"Multi-Task":[84],"Learning":[85],"(MTL),":[86],"same":[89],"used":[92],"multiple":[94],"inference":[95],"tasks":[96],"instead":[97],"dedicated":[100],"each":[103],"task,":[104],"which":[105],"would":[106],"need":[107],"more":[108],"computing":[109],"bandwidth.":[110],"However,":[111],"how":[112],"partition":[114],"multi-tasking":[117],"within":[122],"SC":[124],"framework":[125],"has":[126],"been":[128],"sufficiently":[129],"studied.":[130],"This":[131],"paper":[132],"studies":[133],"this":[134],"problem,":[135],"MTL-Split,":[137],"our":[138],"novel":[139],"proposed":[140],"architecture,":[141],"shows":[142],"encouraging":[143],"results":[144],"both":[146],"synthetic":[147],"real-world":[149],"data.":[150],"The":[151],"source":[152],"code":[153],"at":[156],"https://github.com/intelligolabs/MTL-Split.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-11-08T00:00:00"}
