{"id":"https://openalex.org/W2553976487","doi":"https://doi.org/10.1109/ijcnn.2016.7727348","title":"Multi-fidelity matryoshka neural networks for constrained IoT devices","display_name":"Multi-fidelity matryoshka neural networks for constrained IoT devices","publication_year":2016,"publication_date":"2016-07-01","ids":{"openalex":"https://openalex.org/W2553976487","doi":"https://doi.org/10.1109/ijcnn.2016.7727348","mag":"2553976487"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2016.7727348","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2016.7727348","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://biblio.ugent.be/publication/8159301/file/8159308.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026245125","display_name":"Sam Leroux","orcid":"https://orcid.org/0000-0003-3792-5026"},"institutions":[{"id":"https://openalex.org/I39327780","display_name":"iMinds","ror":"https://ror.org/03baec336","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I39327780"]},{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Sam Leroux","raw_affiliation_strings":["Ghent University - iMinds, Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Ghent University - iMinds, Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020261747","display_name":"Steven Bohez","orcid":null},"institutions":[{"id":"https://openalex.org/I39327780","display_name":"iMinds","ror":"https://ror.org/03baec336","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I39327780"]},{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Steven Bohez","raw_affiliation_strings":["Ghent University - iMinds, Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Ghent University - iMinds, Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036700347","display_name":"Elias De Coninck","orcid":"https://orcid.org/0000-0001-9519-1492"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]},{"id":"https://openalex.org/I39327780","display_name":"iMinds","ror":"https://ror.org/03baec336","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I39327780"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Elias De Coninck","raw_affiliation_strings":["Ghent University - iMinds, Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Ghent University - iMinds, Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071221406","display_name":"Tim Verbelen","orcid":"https://orcid.org/0000-0003-2731-7262"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]},{"id":"https://openalex.org/I39327780","display_name":"iMinds","ror":"https://ror.org/03baec336","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I39327780"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Tim Verbelen","raw_affiliation_strings":["Ghent University - iMinds, Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Ghent University - iMinds, Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061031206","display_name":"Bert Vankeirsbilck","orcid":"https://orcid.org/0000-0001-9489-8306"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]},{"id":"https://openalex.org/I39327780","display_name":"iMinds","ror":"https://ror.org/03baec336","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I39327780"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Bert Vankeirsbilck","raw_affiliation_strings":["Ghent University - iMinds, Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Ghent University - iMinds, Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001314520","display_name":"Pieter Simoens","orcid":"https://orcid.org/0000-0002-9569-9373"},"institutions":[{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]},{"id":"https://openalex.org/I39327780","display_name":"iMinds","ror":"https://ror.org/03baec336","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I39327780"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Pieter Simoens","raw_affiliation_strings":["Ghent University - iMinds, Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Ghent University - iMinds, Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032558375","display_name":"Bart Dhoedt","orcid":"https://orcid.org/0000-0002-7271-7479"},"institutions":[{"id":"https://openalex.org/I39327780","display_name":"iMinds","ror":"https://ror.org/03baec336","country_code":"BE","type":"nonprofit","lineage":["https://openalex.org/I39327780"]},{"id":"https://openalex.org/I32597200","display_name":"Ghent University","ror":"https://ror.org/00cv9y106","country_code":"BE","type":"education","lineage":["https://openalex.org/I32597200"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Bart Dhoedt","raw_affiliation_strings":["Ghent University - iMinds, Ghent, Belgium"],"affiliations":[{"raw_affiliation_string":"Ghent University - iMinds, Ghent, Belgium","institution_ids":["https://openalex.org/I39327780","https://openalex.org/I32597200"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5026245125"],"corresponding_institution_ids":["https://openalex.org/I32597200","https://openalex.org/I39327780"],"apc_list":null,"apc_paid":null,"fwci":0.4434,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.80345788,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"89","issue":null,"first_page":"1305","last_page":"1309"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9991999864578247,"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":0.9991999864578247,"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"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9926000237464905,"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/T12676","display_name":"Machine Learning and ELM","score":0.9909999966621399,"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":0.8154780268669128},{"id":"https://openalex.org/keywords/memory-footprint","display_name":"Memory footprint","score":0.7293407917022705},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7095050811767578},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.5247388482093811},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.4582603871822357},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.45245346426963806},{"id":"https://openalex.org/keywords/footprint","display_name":"Footprint","score":0.4251795709133148},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3847897946834564},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.37022876739501953},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.20515978336334229},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1011456847190857}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8154780268669128},{"id":"https://openalex.org/C74912251","wikidata":"https://www.wikidata.org/wiki/Q6815727","display_name":"Memory footprint","level":2,"score":0.7293407917022705},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7095050811767578},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.5247388482093811},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.4582603871822357},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.45245346426963806},{"id":"https://openalex.org/C132943942","wikidata":"https://www.wikidata.org/wiki/Q2562511","display_name":"Footprint","level":2,"score":0.4251795709133148},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3847897946834564},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.37022876739501953},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.20515978336334229},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1011456847190857},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ijcnn.2016.7727348","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2016.7727348","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"},{"id":"pmh:oai:archive.ugent.be:8159301","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-8159301","pdf_url":"https://biblio.ugent.be/publication/8159301/file/8159308.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2016 International Joint Conference on Neural Networks","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:archive.ugent.be:8159301","is_oa":true,"landing_page_url":"http://hdl.handle.net/1854/LU-8159301","pdf_url":"https://biblio.ugent.be/publication/8159301/file/8159308.pdf","source":{"id":"https://openalex.org/S4306400478","display_name":"Ghent University Academic Bibliography (Ghent University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I32597200","host_organization_name":"Ghent University","host_organization_lineage":["https://openalex.org/I32597200"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2016 International Joint Conference on Neural Networks","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2553976487.pdf","grobid_xml":"https://content.openalex.org/works/W2553976487.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W587794757","https://openalex.org/W1606347560","https://openalex.org/W1690739335","https://openalex.org/W1752712236","https://openalex.org/W1821462560","https://openalex.org/W1841592590","https://openalex.org/W1904365287","https://openalex.org/W1991539813","https://openalex.org/W2108148142","https://openalex.org/W2112796928","https://openalex.org/W2114766824","https://openalex.org/W2134797427","https://openalex.org/W2152175008","https://openalex.org/W2156387975","https://openalex.org/W2172166488","https://openalex.org/W2194775991","https://openalex.org/W2952432176","https://openalex.org/W2963374099","https://openalex.org/W2963674932","https://openalex.org/W2964118293","https://openalex.org/W3118608800","https://openalex.org/W6617368339","https://openalex.org/W6636358008","https://openalex.org/W6637551013","https://openalex.org/W6638523607","https://openalex.org/W6638783484","https://openalex.org/W6640036494","https://openalex.org/W6677103964","https://openalex.org/W6679909955","https://openalex.org/W6682889407","https://openalex.org/W6685405536","https://openalex.org/W6687483927","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W2381850946","https://openalex.org/W4380449851","https://openalex.org/W4311097251","https://openalex.org/W4245926026","https://openalex.org/W2586548817","https://openalex.org/W3125091513","https://openalex.org/W4318832338","https://openalex.org/W2625093826","https://openalex.org/W3137434606","https://openalex.org/W4372263373"],"abstract_inverted_index":{"Using":[0],"deep":[1],"neural":[2,13,20,30],"networks":[3,21,76,122],"on":[4,32,51,152,158],"resource":[5],"constrained":[6,81],"devices":[7],"is":[8,80,150],"a":[9,28,33,45,52,59,71,159],"trending":[10],"topic":[11],"in":[12,123],"network":[14,31,49,79,97],"research.":[15],"Various":[16],"techniques":[17],"for":[18],"compressing":[19],"have":[22],"been":[23],"proposed":[24,148],"that":[25,100],"allow":[26],"evaluating":[27],"large":[29,75],"device":[34],"with":[35],"limited":[36],"memory":[37,124,129],"and":[38,140],"processing":[39],"power.":[40],"These":[41],"approaches":[42],"usually":[43],"generate":[44],"single":[46,133],"compressed":[47],"student":[48],"based":[50],"larger":[53],"teacher":[54],"network.":[55,135],"In":[56,66],"some":[57],"cases":[58],"more":[60],"dynamic":[61],"trade-off":[62,137],"may":[63],"be":[64,143],"desired.":[65],"this":[67],"paper":[68],"we":[69],"trained":[70],"sequence":[72],"of":[73,87,94,106,108,120],"increasingly":[74],"where":[77],"each":[78,107],"to":[82,102,116],"contain":[83],"the":[84,95,103,109,118,127,132],"unmodified":[85],"features":[86],"all":[88],"smaller":[89,110],"networks.":[90,111],"The":[91,147],"weight":[92,104],"matrix":[93],"largest":[96,134],"has":[98],"submatrices":[99],"correspond":[101],"matrices":[105],"This":[112],"technique":[113],"allows":[114],"us":[115],"keep":[117],"parameters":[119],"several":[121],"while":[125],"having":[126],"same":[128],"footprint":[130],"as":[131],"A":[136],"between":[138],"accuracy":[139],"speed":[141],"can":[142],"made":[144],"at":[145],"runtime.":[146],"approach":[149],"validated":[151],"two":[153],"image":[154],"classification":[155],"tasks":[156],"running":[157],"real-world":[160],"Internet-of-Things":[161],"(IoT)":[162],"device.":[163]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
