{"id":"https://openalex.org/W4404955136","doi":"https://doi.org/10.1109/vlsi-soc62099.2024.10767814","title":"Reliability Assessment of Large DNN Models: Trading Off Performance and Accuracy","display_name":"Reliability Assessment of Large DNN Models: Trading Off Performance and Accuracy","publication_year":2024,"publication_date":"2024-10-06","ids":{"openalex":"https://openalex.org/W4404955136","doi":"https://doi.org/10.1109/vlsi-soc62099.2024.10767814"},"language":"en","primary_location":{"id":"doi:10.1109/vlsi-soc62099.2024.10767814","doi":"https://doi.org/10.1109/vlsi-soc62099.2024.10767814","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vlsi-soc62099.2024.10767814","pdf_url":null,"source":{"id":"https://openalex.org/S4306418859","display_name":"IFIP/IEEE International Conference on Very Large Scale Integration","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":"conference"},"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"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-04736733/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101711633","display_name":"Junchao Chen","orcid":"https://orcid.org/0000-0002-4413-0937","observed_orcids":["https://orcid.org/0000-0002-4413-0937"]},"institutions":[{"id":"https://openalex.org/I92894754","display_name":"Leibniz Institute for High Performance Microelectronics","ror":"https://ror.org/0489gab80","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I92894754"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Junchao Chen","raw_affiliation_strings":["IHP - Leibniz Institute for High-Performance Microelectronics,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IHP - Leibniz Institute for High-Performance Microelectronics,Germany","institution_ids":["https://openalex.org/I92894754"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Giuseppe Esposito","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe Esposito","raw_affiliation_strings":["Politecnico di Torino,Department of Control and Computer Engineering (DAUIN),Turin,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Control and Computer Engineering (DAUIN),Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047414074","display_name":"Fernando Fernandes dos Santos","orcid":"https://orcid.org/0000-0002-3504-9862","observed_orcids":["https://orcid.org/0000-0002-3504-9862"]},"institutions":[{"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/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I2802519937","display_name":"Institut de Recherche en Informatique et Syst\u00e8mes Al\u00e9atoires","ror":"https://ror.org/00myn0z94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I2802519937","https://openalex.org/I28221208","https://openalex.org/I4210127572","https://openalex.org/I4210159245","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Fernando Fernandes dos Santos","raw_affiliation_strings":["Univ Rennes, CNRS, Inria, IRISA - UMR 6074,Rennes,France,F-35000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ Rennes, CNRS, Inria, IRISA - UMR 6074,Rennes,France,F-35000","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2802519937","https://openalex.org/I56067802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046650816","display_name":"Juan-David Guerrero-Balaguera","orcid":"https://orcid.org/0000-0001-6852-2372","observed_orcids":["https://orcid.org/0000-0001-6852-2372"]},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Juan-David Guerrero-Balaguera","raw_affiliation_strings":["Politecnico di Torino,Department of Control and Computer Engineering (DAUIN),Turin,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Control and Computer Engineering (DAUIN),Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058810601","display_name":"Angeliki S. Kritikakou","orcid":"https://orcid.org/0000-0002-9293-469X","observed_orcids":["https://orcid.org/0000-0002-9293-469X"]},"institutions":[{"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/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I2802519937","display_name":"Institut de Recherche en Informatique et Syst\u00e8mes Al\u00e9atoires","ror":"https://ror.org/00myn0z94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I2802519937","https://openalex.org/I28221208","https://openalex.org/I4210127572","https://openalex.org/I4210159245","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Angeliki Kritikakou","raw_affiliation_strings":["Univ Rennes, CNRS, Inria, IRISA - UMR 6074,Rennes,France,F-35000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ Rennes, CNRS, Inria, IRISA - UMR 6074,Rennes,France,F-35000","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2802519937","https://openalex.org/I56067802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004959402","display_name":"Milos D. Krstic","orcid":"https://orcid.org/0000-0003-0267-0203","observed_orcids":["https://orcid.org/0000-0003-0267-0203"]},"institutions":[{"id":"https://openalex.org/I92894754","display_name":"Leibniz Institute for High Performance Microelectronics","ror":"https://ror.org/0489gab80","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I92894754"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Milos Krstic","raw_affiliation_strings":["IHP - Leibniz Institute for High-Performance Microelectronics,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IHP - Leibniz Institute for High-Performance Microelectronics,Germany","institution_ids":["https://openalex.org/I92894754"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006252702","display_name":"Robert Limas Sierra","orcid":"https://orcid.org/0000-0001-5206-3757","observed_orcids":["https://orcid.org/0000-0001-5206-3757"]},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Robert Limas Sierra","raw_affiliation_strings":["Politecnico di Torino,Department of Control and Computer Engineering (DAUIN),Turin,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Control and Computer Engineering (DAUIN),Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107558399","display_name":"Josie E. Rodriguez Condia","orcid":"https://orcid.org/0000-0001-5957-5624","observed_orcids":["https://orcid.org/0000-0001-5957-5624"]},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Josie E. Rodriguez Condia","raw_affiliation_strings":["Politecnico di Torino,Department of Control and Computer Engineering (DAUIN),Turin,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Control and Computer Engineering (DAUIN),Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058555274","display_name":"Matteo Sonza Reorda","orcid":"https://orcid.org/0000-0003-2899-7669","observed_orcids":["https://orcid.org/0000-0003-2899-7669"]},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Politecnico di Torino","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Matteo Sonza Reorda","raw_affiliation_strings":["Politecnico di Torino,Department of Control and Computer Engineering (DAUIN),Turin,Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Control and Computer Engineering (DAUIN),Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082995771","display_name":"Marcello Traiola","orcid":"https://orcid.org/0000-0003-1484-5162","observed_orcids":["https://orcid.org/0000-0003-1484-5162"]},"institutions":[{"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/I1326498283","display_name":"Institut national de recherche en sciences et technologies du num\u00e9rique","ror":"https://ror.org/02kvxyf05","country_code":"FR","type":"government","lineage":["https://openalex.org/I1326498283"]},{"id":"https://openalex.org/I2802519937","display_name":"Institut de Recherche en Informatique et Syst\u00e8mes Al\u00e9atoires","ror":"https://ror.org/00myn0z94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I2802519937","https://openalex.org/I28221208","https://openalex.org/I4210127572","https://openalex.org/I4210159245","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Marcello Traiola","raw_affiliation_strings":["Univ Rennes, CNRS, Inria, IRISA - UMR 6074,Rennes,France,F-35000"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ Rennes, CNRS, Inria, IRISA - UMR 6074,Rennes,France,F-35000","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2802519937","https://openalex.org/I56067802"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020987415","display_name":"Alessandro Veronesi","orcid":"https://orcid.org/0009-0000-1159-4463","observed_orcids":["https://orcid.org/0009-0000-1159-4463"]},"institutions":[{"id":"https://openalex.org/I92894754","display_name":"Leibniz Institute for High Performance Microelectronics","ror":"https://ror.org/0489gab80","country_code":"DE","type":"facility","lineage":["https://openalex.org/I315704651","https://openalex.org/I92894754"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Alessandro Veronesi","raw_affiliation_strings":["IHP - Leibniz Institute for High-Performance Microelectronics,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IHP - Leibniz Institute for High-Performance Microelectronics,Germany","institution_ids":["https://openalex.org/I92894754"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.0134,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.97338084,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11005","display_name":"Radiation Effects in Electronics","score":0.63919997215271,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11005","display_name":"Radiation Effects in Electronics","score":0.63919997215271,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11032","display_name":"VLSI and Analog Circuit Testing","score":0.0934000015258789,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10772","display_name":"Distributed systems and fault tolerance","score":0.07989999651908875,"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/fault-injection","display_name":"fault injection","score":0.503000020980835},{"id":"https://openalex.org/keywords/error-modeling","display_name":"error modeling","score":0.6259999871253967},{"id":"https://openalex.org/keywords/safety-critical-systems","display_name":"safety-critical systems","score":0.7950000166893005},{"id":"https://openalex.org/keywords/functional-safety","display_name":"functional safety","score":0.675000011920929},{"id":"https://openalex.org/keywords/accuracy-performance-trade-off","display_name":"accuracy-performance trade-off","score":0.7649999856948853},{"id":"https://openalex.org/keywords/fault-characterization","display_name":"fault characterization","score":0.44200000166893005}],"concepts":[{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.7044585943222046},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.703690230846405},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.6400320529937744},{"id":"https://openalex.org/C2777115002","wikidata":"https://www.wikidata.org/wiki/Q7168246","display_name":"Performance prediction","level":2,"score":0.457328200340271},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.12707951664924622},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11835581064224243},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/vlsi-soc62099.2024.10767814","doi":"https://doi.org/10.1109/vlsi-soc62099.2024.10767814","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vlsi-soc62099.2024.10767814","pdf_url":null,"source":{"id":"https://openalex.org/S4306418859","display_name":"IFIP/IEEE International Conference on Very Large Scale Integration","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":"conference"},"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:HAL:hal-04736733v1","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-04736733","pdf_url":"https://hal.science/hal-04736733/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"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":"VLSI-SoC 2024 - IFIP/IEEE International Conference on Very Large Scale Integration, Delft University of Technology and University of Abdelmalek Saadi University, Oct 2024, Tanger, Morocco. pp.1-10, ⟨10.5286/ISIS.E.RB2300036)⟩","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:iris.polito.it:11583/2996512","doi":null,"is_oa":false,"landing_page_url":"https://hdl.handle.net/11583/2996512","pdf_url":null,"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04736733v1","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-04736733","pdf_url":"https://hal.science/hal-04736733/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"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":"VLSI-SoC 2024 - IFIP/IEEE International Conference on Very Large Scale Integration, Delft University of Technology and University of Abdelmalek Saadi University, Oct 2024, Tanger, Morocco. pp.1-10, ⟨10.5286/ISIS.E.RB2300036)⟩","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G3454913660","display_name":"FAult-aware timing behaviour for safety-critical multicore SYstems","funder_award_id":"ANR-21-CE25-0008","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404955136.pdf","grobid_xml":"https://content.openalex.org/works/W4404955136.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W2007658183","https://openalex.org/W2031058597","https://openalex.org/W2062980181","https://openalex.org/W2108598243","https://openalex.org/W2123907700","https://openalex.org/W2604319603","https://openalex.org/W2752470767","https://openalex.org/W2806983213","https://openalex.org/W2910121883","https://openalex.org/W3023609977","https://openalex.org/W3101647783","https://openalex.org/W3106174138","https://openalex.org/W3129298663","https://openalex.org/W3131518417","https://openalex.org/W3140854437","https://openalex.org/W3171842021","https://openalex.org/W3175306798","https://openalex.org/W3183971401","https://openalex.org/W3187552919","https://openalex.org/W3189398641","https://openalex.org/W3194242577","https://openalex.org/W3205698808","https://openalex.org/W3214128559","https://openalex.org/W3214360577","https://openalex.org/W3217233231","https://openalex.org/W4229457505","https://openalex.org/W4249144718","https://openalex.org/W4252174618","https://openalex.org/W4281645879","https://openalex.org/W4312311617","https://openalex.org/W4312349930","https://openalex.org/W4312356560","https://openalex.org/W4312847199","https://openalex.org/W4380520367","https://openalex.org/W4381746679","https://openalex.org/W4385049587","https://openalex.org/W4386214823","https://openalex.org/W4388838068","https://openalex.org/W4388893875","https://openalex.org/W4391403910","https://openalex.org/W4399144001","https://openalex.org/W4400034223","https://openalex.org/W6784333009"],"related_works":["https://openalex.org/W4396871245","https://openalex.org/W4376166840","https://openalex.org/W7154794585","https://openalex.org/W4413206105","https://openalex.org/W6981378881","https://openalex.org/W4384026315","https://openalex.org/W3096295711","https://openalex.org/W4309956989","https://openalex.org/W4405155206","https://openalex.org/W7155105188"],"abstract_inverted_index":{"The":[0],"adoption":[1,78],"of":[2,57,68,79,156,192],"Deep":[3],"Neural":[4],"Networks":[5],"(DNNs)":[6],"in":[7,14,27,54,114,154],"several":[8],"domains":[9],"allows":[10],"for":[11,82,86,140],"increased":[12],"effectiveness":[13],"applications":[15],"that":[16,127,215],"deal":[17],"with":[18],"massive":[19,66],"data-intensive":[20],"and":[21,35,42,64,85,101,131,144,152,159,199],"complex":[22],"data":[23,69],"inputs.":[24],"When":[25],"employed":[26],"safety-critical":[28],"scenarios,":[29],"such":[30],"as":[31],"automotive,":[32],"aerospace,":[33],"healthcare,":[34],"autonomous":[36],"robotics,":[37],"assessing":[38],"the":[39,55,61,65,76,88,106,149,169,223],"DNNs'":[40],"reliability":[41,83,137],"functional":[43],"safety":[44],"is":[45,121],"crucial":[46],"to":[47,70,123,167,194],"ensure":[48],"their":[49,145],"correct":[50],"in-field":[51],"operation,":[52],"even":[53],"presence":[56],"hardware":[58,170,209],"faults.":[59,118],"However,":[60],"system":[62,117],"complexity":[63],"amounts":[67],"be":[71],"processed":[72],"by":[73,178,188,201],"DNNs":[74,173],"prevent":[75],"effective":[77,125],"traditional":[80],"strategies":[81,95,110,126,139],"characterization":[84,161,191],"identifying":[87],"most":[89],"fault-sensitive":[90],"structures.":[91],"Accurate":[92],"fault":[93,160],"assessment":[94,138],"usually":[96],"require":[97],"unacceptable":[98],"computational":[99],"power":[100],"large":[102],"evaluation":[103,157],"times.":[104],"On":[105],"other":[107],"hand,":[108],"faster":[109],"commonly":[111],"lack":[112],"accuracy":[113],"correctly":[115],"representing":[116],"Consequently,":[119],"it":[120],"necessary":[122],"develop":[124,195],"trade-off":[128],"between":[129],"performance":[130,158],"accuracy.":[132,162],"This":[133],"work":[134],"analyses":[135],"three":[136,175],"deep":[141],"neural":[142],"networks":[143],"underlying":[146],"hardware,":[147],"highlighting":[148],"main":[150],"solutions":[151,166],"challenges":[153],"terms":[155],"We":[163],"overview":[164],"different":[165],"evaluate":[168],"accelerators":[171],"implementing":[172],"at":[174],"abstraction":[176],"levels:$i$)":[177],"physically":[179],"injecting":[180],"faults":[181],"on":[182,207],"a":[183],"GPU":[184],"running":[185],"DNNs,":[186],"ii)":[187],"performing":[189],"microarchitectural":[190],"GPUs":[193],"application-accurate":[196],"error":[197,205,217],"models,":[198],"iii)":[200],"using":[202],"structure-aware":[203],"cross-layer":[204],"modeling":[206],"DNN":[208],"accelerators.":[210],"Our":[211],"experimental":[212],"results":[213],"indicate":[214],"accurate":[216],"representation":[218],"requires":[219],"structural":[220],"features":[221],"from":[222],"targeted":[224],"hardware.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":9}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2024-12-04T00:00:00"}