{"id":"https://openalex.org/W4404954288","doi":"https://doi.org/10.1109/vlsi-soc62099.2024.10767798","title":"Heterogeneous Approximation of DNN HW Accelerators based on Channels Vulnerability","display_name":"Heterogeneous Approximation of DNN HW Accelerators based on Channels Vulnerability","publication_year":2024,"publication_date":"2024-10-06","ids":{"openalex":"https://openalex.org/W4404954288","doi":"https://doi.org/10.1109/vlsi-soc62099.2024.10767798"},"language":"en","primary_location":{"id":"doi:10.1109/vlsi-soc62099.2024.10767798","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vlsi-soc62099.2024.10767798","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IFIP/IEEE 32nd International Conference on Very Large Scale Integration (VLSI-SoC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.1109/VLSI-SoC62099.2024.10767798","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070103343","display_name":"Natalia Cherezova","orcid":"https://orcid.org/0000-0001-9181-5544"},"institutions":[{"id":"https://openalex.org/I111112146","display_name":"Tallinn University of Technology","ror":"https://ror.org/0443cwa12","country_code":"EE","type":"education","lineage":["https://openalex.org/I111112146"]}],"countries":["EE"],"is_corresponding":false,"raw_author_name":"Natalia Cherezova","raw_affiliation_strings":["Tallinn University of Technology,Tallinn,Estonia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tallinn University of Technology,Tallinn,Estonia","institution_ids":["https://openalex.org/I111112146"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020656423","display_name":"Salvatore Eugenio Pappalardo","orcid":"https://orcid.org/0000-0002-1546-644X"},"institutions":[{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2800958632","display_name":"Institut des Nanotechnologies de Lyon","ror":"https://ror.org/04jsk0b74","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I112936343","https://openalex.org/I113428412","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I2800958632","https://openalex.org/I4405259976","https://openalex.org/I4405263940","https://openalex.org/I48430043","https://openalex.org/I48430043","https://openalex.org/I59692284"]},{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I59692284","display_name":"\u00c9cole d'Ing\u00e9nieurs en Chimie et Sciences du Num\u00e9rique","ror":"https://ror.org/01cbtr271","country_code":"FR","type":"education","lineage":["https://openalex.org/I59692284"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Salvatore Pappalardo","raw_affiliation_strings":["Univ Lyon, ECL, INSA Lyon, CNRS, UCBL, CPE Lyon, INL,Ecully,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ Lyon, ECL, INSA Lyon, CNRS, UCBL, CPE Lyon, INL,Ecully,France","institution_ids":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I2800958632","https://openalex.org/I48430043","https://openalex.org/I59692284"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101888888","display_name":"Mahdi Taheri","orcid":"https://orcid.org/0000-0001-5405-992X"},"institutions":[{"id":"https://openalex.org/I111112146","display_name":"Tallinn University of Technology","ror":"https://ror.org/0443cwa12","country_code":"EE","type":"education","lineage":["https://openalex.org/I111112146"]}],"countries":["EE"],"is_corresponding":false,"raw_author_name":"Mahdi Taheri","raw_affiliation_strings":["Tallinn University of Technology,Tallinn,Estonia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tallinn University of Technology,Tallinn,Estonia","institution_ids":["https://openalex.org/I111112146"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002269174","display_name":"Mohammad Hasan Ahmadilivani","orcid":"https://orcid.org/0000-0002-4162-6646"},"institutions":[{"id":"https://openalex.org/I111112146","display_name":"Tallinn University of Technology","ror":"https://ror.org/0443cwa12","country_code":"EE","type":"education","lineage":["https://openalex.org/I111112146"]}],"countries":["EE"],"is_corresponding":false,"raw_author_name":"Mohammad Hasan Ahmadilivani","raw_affiliation_strings":["Tallinn University of Technology,Tallinn,Estonia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tallinn University of Technology,Tallinn,Estonia","institution_ids":["https://openalex.org/I111112146"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108141542","display_name":"Bastien Deveautour","orcid":"https://orcid.org/0000-0003-1055-2696"},"institutions":[{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2800958632","display_name":"Institut des Nanotechnologies de Lyon","ror":"https://ror.org/04jsk0b74","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I112936343","https://openalex.org/I113428412","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I2800958632","https://openalex.org/I4405259976","https://openalex.org/I4405263940","https://openalex.org/I48430043","https://openalex.org/I48430043","https://openalex.org/I59692284"]},{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I59692284","display_name":"\u00c9cole d'Ing\u00e9nieurs en Chimie et Sciences du Num\u00e9rique","ror":"https://ror.org/01cbtr271","country_code":"FR","type":"education","lineage":["https://openalex.org/I59692284"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Bastien Deveautour","raw_affiliation_strings":["Univ Lyon, ECL, INSA Lyon, CNRS, UCBL, CPE Lyon, INL,Ecully,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ Lyon, ECL, INSA Lyon, CNRS, UCBL, CPE Lyon, INL,Ecully,France","institution_ids":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I2800958632","https://openalex.org/I48430043","https://openalex.org/I59692284"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074986688","display_name":"Alberto Bosio","orcid":"https://orcid.org/0000-0001-6116-7339"},"institutions":[{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2800958632","display_name":"Institut des Nanotechnologies de Lyon","ror":"https://ror.org/04jsk0b74","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I100532134","https://openalex.org/I112936343","https://openalex.org/I112936343","https://openalex.org/I113428412","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I2800958632","https://openalex.org/I4405259976","https://openalex.org/I4405263940","https://openalex.org/I48430043","https://openalex.org/I48430043","https://openalex.org/I59692284"]},{"id":"https://openalex.org/I48430043","display_name":"Institut National des Sciences Appliqu\u00e9es de Lyon","ror":"https://ror.org/050jn9y42","country_code":"FR","type":"education","lineage":["https://openalex.org/I203339264","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I59692284","display_name":"\u00c9cole d'Ing\u00e9nieurs en Chimie et Sciences du Num\u00e9rique","ror":"https://ror.org/01cbtr271","country_code":"FR","type":"education","lineage":["https://openalex.org/I59692284"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Alberto Bosio","raw_affiliation_strings":["Univ Lyon, ECL, INSA Lyon, CNRS, UCBL, CPE Lyon, INL,Ecully,France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ Lyon, ECL, INSA Lyon, CNRS, UCBL, CPE Lyon, INL,Ecully,France","institution_ids":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I2800958632","https://openalex.org/I48430043","https://openalex.org/I59692284"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010286547","display_name":"Jaan Raik","orcid":"https://orcid.org/0000-0001-8113-020X"},"institutions":[{"id":"https://openalex.org/I111112146","display_name":"Tallinn University of Technology","ror":"https://ror.org/0443cwa12","country_code":"EE","type":"education","lineage":["https://openalex.org/I111112146"]}],"countries":["EE"],"is_corresponding":false,"raw_author_name":"Jaan Raik","raw_affiliation_strings":["Tallinn University of Technology,Tallinn,Estonia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tallinn University of Technology,Tallinn,Estonia","institution_ids":["https://openalex.org/I111112146"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059391257","display_name":"Maksim Jenihhin","orcid":"https://orcid.org/0000-0001-8165-9592"},"institutions":[{"id":"https://openalex.org/I111112146","display_name":"Tallinn University of Technology","ror":"https://ror.org/0443cwa12","country_code":"EE","type":"education","lineage":["https://openalex.org/I111112146"]}],"countries":["EE"],"is_corresponding":false,"raw_author_name":"Maksim Jenihhin","raw_affiliation_strings":["Tallinn University of Technology,Tallinn,Estonia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tallinn University of Technology,Tallinn,Estonia","institution_ids":["https://openalex.org/I111112146"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6379,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.86281201,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11367","display_name":"Particle accelerators and beam dynamics","score":0.9434000253677368,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11367","display_name":"Particle accelerators and beam dynamics","score":0.9434000253677368,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6664446592330933},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.6355090141296387},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2074792981147766}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6664446592330933},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.6355090141296387},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2074792981147766}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/vlsi-soc62099.2024.10767798","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vlsi-soc62099.2024.10767798","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IFIP/IEEE 32nd International Conference on Very Large Scale Integration (VLSI-SoC)","raw_type":"proceedings-article"},{"id":"pmh:oai:zenodo.org:18434816","is_oa":true,"landing_page_url":"https://doi.org/10.1109/VLSI-SoC62099.2024.10767798","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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":"VLSI-SoC, 2024 IFIP/IEEE 32nd International Conference on Very Large Scale Integration, Tanger, Morocco, 06-09 October 2024","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:18434816","is_oa":true,"landing_page_url":"https://doi.org/10.1109/VLSI-SoC62099.2024.10767798","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"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":"VLSI-SoC, 2024 IFIP/IEEE 32nd International Conference on Very Large Scale Integration, Tanger, Morocco, 06-09 October 2024","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.47999998927116394,"display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G8689881305","display_name":"CRASHLESS - Cross-Layer Reliability and Self-Health Awareness for Intelligent Autonomous Systems","funder_award_id":"PRG1467","funder_id":"https://openalex.org/F4320321090","funder_display_name":"Eesti Teadusagentuur"}],"funders":[{"id":"https://openalex.org/F4320321090","display_name":"Eesti Teadusagentuur","ror":"https://ror.org/00jjeja18"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2265166184","https://openalex.org/W2565125333","https://openalex.org/W4225500326","https://openalex.org/W4377969830","https://openalex.org/W4379115677","https://openalex.org/W4383501724","https://openalex.org/W4384026315","https://openalex.org/W4390145134","https://openalex.org/W4394871707","https://openalex.org/W4396949152","https://openalex.org/W4400034224"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Since":[0],"Deep":[1],"Neural":[2],"Networks":[3],"(DNNs)":[4],"gracefully":[5],"withstands":[6],"approximation":[7,71,121],"due":[8],"to":[9,19,35,75,101,142,164],"its":[10],"inherent":[11],"redundancy,":[12],"Approximate":[13],"Computing":[14],"(AxC)":[15],"can":[16],"be":[17],"applied":[18,61,74],"reduce":[20],"power":[21,149],"consumption":[22,150],"and":[23,45,115,148],"execution":[24],"time.":[25],"In":[26],"the":[27,32,38,49,57,67,76,110,129,136,154],"literature,":[28],"several":[29],"works":[30,59],"adopted":[31],"AxC":[33,63,100],"paradigm":[34],"DNNs":[36],"in":[37],"form":[39],"of":[40,56,70,112,120,156,160],"quantization,":[41],"precision":[42],"reduction,":[43],"pruning,":[44],"functional":[46],"approximation.":[47],"Despite":[48],"promising":[50],"results":[51,125],"demonstrated":[52],"so":[53],"far,":[54],"most":[55],"existing":[58],"have":[60,88],"homogeneous":[62],"techniques,":[64],"meaning":[65],"that":[66,133],"same":[68],"degree":[69,119],"has":[72],"been":[73],"entire":[77],"DNN.":[78],"However,":[79],"different":[80,89],"DNN":[81,102],"components":[82],"(i.e.,":[83],"channels,":[84],"filters,":[85],"layers,":[86],"neurons)":[87],"resiliency":[90],"levels.":[91],"This":[92],"paper":[93],"presents":[94],"a":[95,117,157],"framework":[96,106,138],"for":[97],"applying":[98,116],"heterogeneous":[99],"hardware":[103],"accelerators.":[104],"The":[105],"is":[107,140],"based":[108],"on":[109,128],"identification":[111],"channel":[113],"resilience":[114],"tailored":[118],"per":[122],"channel.":[123],"Preliminary":[124],"carried":[126],"out":[127],"LeNet-5":[130],"model":[131],"show":[132],"by":[134,146,151],"using":[135],"proposed":[137],"it":[139],"possible":[141],"decrease":[143],"resource":[144],"utilization":[145],"65.2%":[147],"53.4%":[152],"at":[153],"cost":[155],"marginal":[158],"drop":[159],"accuracy":[161],"from":[162],"98.87%":[163],"98.03%.":[165]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
