{"id":"https://openalex.org/W4400484695","doi":"https://doi.org/10.1145/3663529.3663796","title":"Decide: Knowledge-Based Version Incompatibility Detection in Deep Learning Stacks","display_name":"Decide: Knowledge-Based Version Incompatibility Detection in Deep Learning Stacks","publication_year":2024,"publication_date":"2024-07-10","ids":{"openalex":"https://openalex.org/W4400484695","doi":"https://doi.org/10.1145/3663529.3663796"},"language":"en","primary_location":{"id":"doi:10.1145/3663529.3663796","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3663529.3663796","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 32nd ACM International Conference on the Foundations of Software Engineering","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2408.02133","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041512778","display_name":"Zihan Zhou","orcid":"https://orcid.org/0009-0007-2817-3113"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zihan Zhou","raw_affiliation_strings":["The University of Hong Kong, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0009-0007-2817-3113","affiliations":[{"raw_affiliation_string":"The University of Hong Kong, Hong Kong, Hong Kong","institution_ids":["https://openalex.org/I177725633","https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002794782","display_name":"Zhongkai Zhao","orcid":"https://orcid.org/0000-0003-2365-9898"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zhongkai Zhao","raw_affiliation_strings":["National University of Singapore, Singapore, Singapore","The of ,"],"raw_orcid":"https://orcid.org/0000-0003-2365-9898","affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"The of ,","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085704677","display_name":"Bonan Kou","orcid":"https://orcid.org/0000-0003-1407-8522"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bonan Kou","raw_affiliation_strings":["Purdue University, West Lafayette, USA","The of ,"],"raw_orcid":"https://orcid.org/0000-0003-1407-8522","affiliations":[{"raw_affiliation_string":"Purdue University, West Lafayette, USA","institution_ids":["https://openalex.org/I219193219"]},{"raw_affiliation_string":"The of ,","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100437453","display_name":"Tianyi Zhang","orcid":"https://orcid.org/0000-0002-5468-9347"},"institutions":[{"id":"https://openalex.org/I219193219","display_name":"Purdue University West Lafayette","ror":"https://ror.org/02dqehb95","country_code":"US","type":"education","lineage":["https://openalex.org/I219193219"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tianyi Zhang","raw_affiliation_strings":["Purdue University, West Lafayette, USA","The of ,"],"raw_orcid":"https://orcid.org/0000-0002-5468-9347","affiliations":[{"raw_affiliation_string":"Purdue University, West Lafayette, USA","institution_ids":["https://openalex.org/I219193219"]},{"raw_affiliation_string":"The of ,","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"547","last_page":"551"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10260","display_name":"Software Engineering Research","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10028","display_name":"Topic Modeling","score":0.9911999702453613,"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":0.7200634479522705},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.528549075126648},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4679253101348877},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.32359635829925537}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7200634479522705},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.528549075126648},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4679253101348877},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32359635829925537}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3663529.3663796","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3663529.3663796","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the 32nd ACM International Conference on the Foundations of Software Engineering","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2408.02133","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2408.02133","pdf_url":"https://arxiv.org/pdf/2408.02133","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2408.02133","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2408.02133","pdf_url":"https://arxiv.org/pdf/2408.02133","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400484695.pdf","grobid_xml":"https://content.openalex.org/works/W4400484695.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W2782139629","https://openalex.org/W2884001105","https://openalex.org/W2953829622","https://openalex.org/W2963327228","https://openalex.org/W3091065534","https://openalex.org/W3095209159","https://openalex.org/W3163379266","https://openalex.org/W3166396011","https://openalex.org/W3182281291","https://openalex.org/W4284698653","https://openalex.org/W4286750620","https://openalex.org/W4287791663","https://openalex.org/W4389159035"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W2961085424","https://openalex.org/W3215138031","https://openalex.org/W4306674287","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W4387369504","https://openalex.org/W3046775127"],"abstract_inverted_index":{"Version":[0],"incompatibility":[1],"issues":[2],"are":[3,80],"prevalent":[4],"when":[5],"reusing":[6],"or":[7,24,92],"reproducing":[8],"deep":[9],"learning":[10],"(DL)":[11],"models":[12],"and":[13,82],"applications.":[14],"Compared":[15],"with":[16,91],"official":[17],"API":[18],"documentation,":[19],"which":[20],"is":[21,104],"often":[22],"incomplete":[23],"out-of-date,":[25],"Stack":[26],"Overflow":[27],"(SO)":[28],"discussions":[29],"possess":[30],"a":[31,51,55],"wealth":[32],"of":[33,54,86,102],"version":[34,61,95],"knowledge":[35,56,62,85],"that":[36,58],"has":[37],"not":[38],"been":[39],"explored":[40],"by":[41],"previous":[42],"approaches.":[43],"To":[44],"bridge":[45],"this":[46],"gap,":[47],"we":[48],"present":[49],"Decide,":[50],"web-based":[52],"visualization":[53],"graph":[57],"contains":[59],"2,376":[60],"extracted":[63],"from":[64],"SO":[65],"discussions.":[66],"As":[67],"an":[68],"interactive":[69],"tool,":[70],"Decide":[71,103],"allows":[72],"users":[73],"to":[74],"easily":[75],"check":[76],"whether":[77],"two":[78],"libraries":[79],"compatible":[81],"explore":[83],"compatibility":[84],"certain":[87],"DL":[88],"stack":[89],"components":[90],"without":[93],"the":[94,100],"specified.":[96],"A":[97],"video":[98],"demonstrating":[99],"usage":[101],"available":[105],"at":[106],"https://youtu.be/wqPxF2ZaZo0.":[107]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}