{"id":"https://openalex.org/W4388901882","doi":"https://doi.org/10.1109/wincom59760.2023.10322971","title":"Exception Analysis of Running Complex and Computation-intensive Deep Learning Models","display_name":"Exception Analysis of Running Complex and Computation-intensive Deep Learning Models","publication_year":2023,"publication_date":"2023-10-26","ids":{"openalex":"https://openalex.org/W4388901882","doi":"https://doi.org/10.1109/wincom59760.2023.10322971"},"language":"en","primary_location":{"id":"doi:10.1109/wincom59760.2023.10322971","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wincom59760.2023.10322971","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 10th International Conference on Wireless Networks and Mobile Communications (WINCOM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pure.tue.nl/ws/files/315921817/Exception_Analysis_of_Running_Complex_and_Computation-intensive_Deep_Learning_Models.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065278581","display_name":"Richard Verhoeven","orcid":null},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Richard Verhoeven","raw_affiliation_strings":["Eindhoven University of Technology,Department of Mathematics and Computer Science,The Netherlands","Department of Mathematics and Computer Science, Eindhoven University of Technology, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology,Department of Mathematics and Computer Science,The Netherlands","institution_ids":["https://openalex.org/I83019370"]},{"raw_affiliation_string":"Department of Mathematics and Computer Science, Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058124431","display_name":"Bram van Berlo","orcid":"https://orcid.org/0000-0001-7174-5059"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Bram van Berlo","raw_affiliation_strings":["Eindhoven University of Technology,Department of Mathematics and Computer Science,The Netherlands","Department of Mathematics and Computer Science, Eindhoven University of Technology, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology,Department of Mathematics and Computer Science,The Netherlands","institution_ids":["https://openalex.org/I83019370"]},{"raw_affiliation_string":"Department of Mathematics and Computer Science, Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003885813","display_name":"Nirvana Meratnia","orcid":"https://orcid.org/0000-0002-8379-770X"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Nirvana Meratnia","raw_affiliation_strings":["Eindhoven University of Technology,Department of Mathematics and Computer Science,The Netherlands","Department of Mathematics and Computer Science, Eindhoven University of Technology, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Eindhoven University of Technology,Department of Mathematics and Computer Science,The Netherlands","institution_ids":["https://openalex.org/I83019370"]},{"raw_affiliation_string":"Department of Mathematics and Computer Science, Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5065278581"],"corresponding_institution_ids":["https://openalex.org/I83019370"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18031532,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9975000023841858,"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"}},"topics":[{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9975000023841858,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.98580002784729,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9772999882698059,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/debugging","display_name":"Debugging","score":0.8332629799842834},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7763748168945312},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6347516179084778},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5742798447608948},{"id":"https://openalex.org/keywords/tensor","display_name":"Tensor (intrinsic definition)","score":0.5404021143913269},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5212124586105347},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.511594831943512},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.486114501953125},{"id":"https://openalex.org/keywords/trace","display_name":"TRACE (psycholinguistics)","score":0.43464431166648865},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.4315004348754883},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3902239203453064},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.17838126420974731}],"concepts":[{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.8332629799842834},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7763748168945312},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6347516179084778},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5742798447608948},{"id":"https://openalex.org/C155281189","wikidata":"https://www.wikidata.org/wiki/Q3518150","display_name":"Tensor (intrinsic definition)","level":2,"score":0.5404021143913269},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5212124586105347},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.511594831943512},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.486114501953125},{"id":"https://openalex.org/C75291252","wikidata":"https://www.wikidata.org/wiki/Q1315756","display_name":"TRACE (psycholinguistics)","level":2,"score":0.43464431166648865},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.4315004348754883},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3902239203453064},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.17838126420974731},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/wincom59760.2023.10322971","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wincom59760.2023.10322971","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 10th International Conference on Wireless Networks and Mobile Communications (WINCOM)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.tue.nl:openaire_cris_publications/878189bc-c821-425a-bf53-2bf42a87980c","is_oa":true,"landing_page_url":"https://research.tue.nl/files/315921817/Exception_Analysis_of_Running_Complex_and_Computation-intensive_Deep_Learning_Models.pdf","pdf_url":"https://pure.tue.nl/ws/files/315921817/Exception_Analysis_of_Running_Complex_and_Computation-intensive_Deep_Learning_Models.pdf","source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Verhoeven, P H F M, van Berlo, B R D & Meratnia, N 2023, Exception Analysis of Running Complex and Computation-intensive Deep Learning Models. in K Ibrahimi, M El Kamili, A Kobbane & I Shayea (eds), 2023 10th International Conference on Wireless Networks and Mobile Communications (WINCOM)., 10322971, Institute of Electrical and Electronics Engineers, International Conference on Wireless Networks and Mobile Communications, Istanbul, Turkey, 26/10/23. https://doi.org/10.1109/WINCOM59760.2023.10322971","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.tue.nl:openaire/878189bc-c821-425a-bf53-2bf42a87980c","is_oa":true,"landing_page_url":"https://research.tue.nl/en/publications/878189bc-c821-425a-bf53-2bf42a87980c","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Verhoeven, P H F M, van Berlo, B R D & Meratnia, N 2023, Exception Analysis of Running Complex and Computation-intensive Deep Learning Models. in K Ibrahimi, M El Kamili, A Kobbane & I Shayea (eds), 2023 10th International Conference on Wireless Networks and Mobile Communications (WINCOM)., 10322971, Institute of Electrical and Electronics Engineers, International Conference on Wireless Networks and Mobile Communications, Istanbul, Turkey, 26/10/23. https://doi.org/10.1109/WINCOM59760.2023.10322971","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.tue.nl:publications/878189bc-c821-425a-bf53-2bf42a87980c","is_oa":true,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85179502321&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Verhoeven, P H F M, van Berlo, B R D & Meratnia, N 2023, Exception Analysis of Running Complex and Computation-intensive Deep Learning Models. in K Ibrahimi, M El Kamili, A Kobbane & I Shayea (eds), 2023 10th International Conference on Wireless Networks and Mobile Communications (WINCOM)., 10322971, Institute of Electrical and Electronics Engineers, International Conference on Wireless Networks and Mobile Communications, Istanbul, Turkey, 26/10/23. https://doi.org/10.1109/WINCOM59760.2023.10322971","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:pure.tue.nl:openaire_cris_publications/878189bc-c821-425a-bf53-2bf42a87980c","is_oa":true,"landing_page_url":"https://research.tue.nl/files/315921817/Exception_Analysis_of_Running_Complex_and_Computation-intensive_Deep_Learning_Models.pdf","pdf_url":"https://pure.tue.nl/ws/files/315921817/Exception_Analysis_of_Running_Complex_and_Computation-intensive_Deep_Learning_Models.pdf","source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"Verhoeven, P H F M, van Berlo, B R D & Meratnia, N 2023, Exception Analysis of Running Complex and Computation-intensive Deep Learning Models. in K Ibrahimi, M El Kamili, A Kobbane & I Shayea (eds), 2023 10th International Conference on Wireless Networks and Mobile Communications (WINCOM)., 10322971, Institute of Electrical and Electronics Engineers, International Conference on Wireless Networks and Mobile Communications, Istanbul, Turkey, 26/10/23. https://doi.org/10.1109/WINCOM59760.2023.10322971","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388901882.pdf","grobid_xml":"https://content.openalex.org/works/W4388901882.grobid-xml"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W2950821050","https://openalex.org/W2952065976","https://openalex.org/W2979340153","https://openalex.org/W3000238554","https://openalex.org/W3012910746","https://openalex.org/W4229033487","https://openalex.org/W4297775537","https://openalex.org/W4302344205","https://openalex.org/W6675357634","https://openalex.org/W6730267373","https://openalex.org/W6737664043"],"related_works":["https://openalex.org/W4321442002","https://openalex.org/W2015265939","https://openalex.org/W2284072287","https://openalex.org/W2611067230","https://openalex.org/W2480201319","https://openalex.org/W2387706296","https://openalex.org/W2155788121","https://openalex.org/W4235469518","https://openalex.org/W2543101158","https://openalex.org/W1569638199"],"abstract_inverted_index":{"Advances":[0],"in":[1,171,175],"GPU":[2],"have":[3],"facilitated":[4],"design":[5],"and":[6,10,39,59,70,78,96,139,151,160,185],"execution":[7,54],"of":[8,22,53,80,128],"complex":[9,159],"computation-intensive":[11,161],"deep":[12,162,180],"learning":[13,163,181],"models.":[14],"As":[15],"the":[16,20,81],"model":[17,29,182],"complexity":[18],"increases,":[19],"risk":[21],"encountering":[23],"problems":[24,48,69,150],"due":[25],"to":[26,50,88,98,116,131,156,192],"very":[27],"large":[28,72],"size,":[30,33],"individual":[31],"tensor":[32,73,118,123],"Not":[34],"a":[35,133,172,179],"Number":[36],"(NaN)":[37],"value,":[38],"memory":[40,60,100,142],"leak":[41,61,143],"increases":[42],"as":[43],"well.":[44],"When":[45],"untreated,":[46],"these":[47,68,149],"lead":[49],"substantial":[51],"increase":[52],"time,":[55],"generating":[56],"unpredictable":[57],"results,":[58],"exceptions.":[62],"In":[63,84],"this":[64],"paper,":[65],"we":[66,112,165,168,177],"address":[67],"particularly":[71],"support,":[74],"C++":[75],"kernel":[76],"changes,":[77],"recompilation":[79],"TensorFlow":[82],"framework.":[83],"addition,":[85],"issues":[86],"related":[87,115],"NaN":[89],"value":[90],"debugging":[91,94],"with":[92],"existing":[93],"toolkits":[95],"solutions":[97,114,152],"alleviate":[99],"leaks":[101],"will":[102],"be":[103,146,154],"explored.":[104],"Based":[105],"on":[106],"experience":[107],"gained":[108],"from":[109],"our":[110],"analysis,":[111],"propose":[113],"better":[117],"dimension":[119],"sanity":[120],"checks,":[121],"alternative":[122],"loop":[124],"procedures,":[125],"different":[126],"ways":[127,140],"applying":[129],"kernels":[130],"tensors,":[132],"debug":[134],"trace":[135],"file":[136],"filter":[137],"method,":[138],"how":[141,167],"exceptions":[144],"can":[145],"resolved.":[147],"While":[148],"may":[153],"applicable":[155],"running":[157],"any":[158],"model,":[164],"described":[166],"encountered":[169],"them":[170],"use":[173],"case,":[174],"which":[176],"designed":[178],"for":[183],"activity":[184],"gesture":[186],"recognition":[187],"using":[188],"radio":[189],"data":[190],"aiming":[191],"mitigate":[193],"domain":[194],"shift":[195],"problem.":[196]},"counts_by_year":[],"updated_date":"2026-03-13T16:22:10.518609","created_date":"2023-11-23T00:00:00"}
