{"id":"https://openalex.org/W3005105185","doi":"https://doi.org/10.1145/3377713.3377738","title":"Recurrent Neural Network Based Binary Code Vulnerability Detection","display_name":"Recurrent Neural Network Based Binary Code Vulnerability Detection","publication_year":2019,"publication_date":"2019-12-20","ids":{"openalex":"https://openalex.org/W3005105185","doi":"https://doi.org/10.1145/3377713.3377738","mag":"3005105185"},"language":"en","primary_location":{"id":"doi:10.1145/3377713.3377738","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3377713.3377738","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 2nd International Conference on Algorithms, Computing and Artificial Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082100533","display_name":"Jianyun Zheng","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Jianyun Zheng","raw_affiliation_strings":["State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049750136","display_name":"Jianmin Pang","orcid":"https://orcid.org/0000-0003-1835-5419"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jianmin Pang","raw_affiliation_strings":["State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053199843","display_name":"Xiaochuan Zhang","orcid":"https://orcid.org/0000-0001-5875-8592"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaochuan Zhang","raw_affiliation_strings":["State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100709810","display_name":"Xin Zhou","orcid":"https://orcid.org/0000-0003-0231-2895"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xin Zhou","raw_affiliation_strings":["State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073190512","display_name":"MingLiang Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"MingLiang Li","raw_affiliation_strings":["State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100384655","display_name":"Jun Wang","orcid":"https://orcid.org/0000-0001-9223-2615"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jun Wang","raw_affiliation_strings":["State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mathematical Engineering and Advanced Computing, Zhengzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5082100533"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3317,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.58972628,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"160","last_page":"165"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9979000091552734,"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":0.9979000091552734,"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/T12479","display_name":"Web Application Security Vulnerabilities","score":0.9970999956130981,"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/T10260","display_name":"Software Engineering Research","score":0.9926999807357788,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.8705079555511475},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.8553986549377441},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.720287561416626},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5275849103927612},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.5202204585075378},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.462507426738739},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.39441803097724915},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.15226879715919495},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.055270105600357056},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.050327032804489136}],"concepts":[{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.8705079555511475},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.8553986549377441},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.720287561416626},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5275849103927612},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.5202204585075378},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.462507426738739},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.39441803097724915},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.15226879715919495},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.055270105600357056},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.050327032804489136},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3377713.3377738","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3377713.3377738","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2019 2nd International Conference on Algorithms, Computing and Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.41999998688697815,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1533861849","https://openalex.org/W2153185479","https://openalex.org/W2962960733","https://openalex.org/W3028642772","https://openalex.org/W3101228802","https://openalex.org/W3127736190","https://openalex.org/W6600175564","https://openalex.org/W6777926273","https://openalex.org/W6822365745"],"related_works":["https://openalex.org/W4298287631","https://openalex.org/W2953061907","https://openalex.org/W3032952384","https://openalex.org/W3034302643","https://openalex.org/W1847088711","https://openalex.org/W4225394202","https://openalex.org/W3036642985","https://openalex.org/W2964335273","https://openalex.org/W2982145560","https://openalex.org/W1889624880"],"abstract_inverted_index":{"Vulnerability":[0],"detection,":[1,5,56],"especially":[2],"vulnerability":[3,33,55,80],"automatic":[4],"have":[6],"long":[7],"been":[8],"an":[9],"area":[10],"of":[11,41],"active":[12],"research.":[13],"Considering":[14],"that":[15,73],"RNN":[16,51],"can":[17],"model":[18],"dependencies":[19],"automatically,":[20],"we":[21,57],"propose":[22],"a":[23],"recurrent":[24],"neural":[25],"network":[26],"(RNN)":[27],"based":[28],"method":[29],"for":[30],"binary":[31],"code":[32],"detection.":[34,81],"We":[35],"collected":[36],"correspond":[37],"to":[38],"4":[39],"types":[40],"vulnerabilities,":[42],"including":[43,62],"CWE-134,":[44],"CWE-191,":[45],"CWE-401":[46],"and":[47,68],"CWE-590.To":[48],"find":[49],"which":[50],"is":[52,75],"better":[53,76],"in":[54,79],"evaluated":[58],"6":[59],"different":[60],"RNNs,":[61],"SRNN,":[63],"BSRNN,":[64],"LSTM,":[65],"BLSTM,":[66],"GRU":[67],"BGRU.":[69],"The":[70],"results":[71],"demonstrated":[72],"BSRNN":[74],"than":[77],"others":[78]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
