{"id":"https://openalex.org/W3048282123","doi":"https://doi.org/10.1186/s42400-020-00055-5","title":"Using deep learning to solve computer security challenges: a survey","display_name":"Using deep learning to solve computer security challenges: a survey","publication_year":2020,"publication_date":"2020-08-10","ids":{"openalex":"https://openalex.org/W3048282123","doi":"https://doi.org/10.1186/s42400-020-00055-5","mag":"3048282123"},"language":"en","primary_location":{"id":"doi:10.1186/s42400-020-00055-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42400-020-00055-5","pdf_url":"https://cybersecurity.springeropen.com/track/pdf/10.1186/s42400-020-00055-5","source":{"id":"https://openalex.org/S3035238565","display_name":"Cybersecurity","issn_l":"2523-3246","issn":["2523-3246"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cybersecurity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://cybersecurity.springeropen.com/track/pdf/10.1186/s42400-020-00055-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110037583","display_name":"Yoon-Ho Choi","orcid":null},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]},{"id":"https://openalex.org/I4921948","display_name":"Pusan National University","ror":"https://ror.org/01an57a31","country_code":"KR","type":"education","lineage":["https://openalex.org/I4921948"]}],"countries":["KR","US"],"is_corresponding":false,"raw_author_name":"Yoon-Ho Choi","raw_affiliation_strings":["Pusan National University, Busan, Republic of Korea","The Pennsylvania State University, Pennsylvania, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pusan National University, Busan, Republic of Korea","institution_ids":["https://openalex.org/I4921948"]},{"raw_affiliation_string":"The Pennsylvania State University, Pennsylvania, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100346828","display_name":"Peng Liu","orcid":"https://orcid.org/0000-0002-5091-8464"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peng Liu","raw_affiliation_strings":["The Pennsylvania State University, Pennsylvania, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Pennsylvania State University, Pennsylvania, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059551914","display_name":"Zitong Shang","orcid":null},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zitong Shang","raw_affiliation_strings":["The Pennsylvania State University, Pennsylvania, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Pennsylvania State University, Pennsylvania, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101769226","display_name":"Haizhou Wang","orcid":"https://orcid.org/0000-0002-4130-1833"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Haizhou Wang","raw_affiliation_strings":["The Pennsylvania State University, Pennsylvania, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Pennsylvania State University, Pennsylvania, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100664786","display_name":"Zhilong Wang","orcid":"https://orcid.org/0000-0002-1910-3654"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhilong Wang","raw_affiliation_strings":["The Pennsylvania State University, Pennsylvania, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Pennsylvania State University, Pennsylvania, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100322329","display_name":"Lan Zhang","orcid":"https://orcid.org/0000-0003-3964-8034"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lan Zhang","raw_affiliation_strings":["The Pennsylvania State University, Pennsylvania, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Pennsylvania State University, Pennsylvania, USA","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056068917","display_name":"Junwei Zhou","orcid":"https://orcid.org/0000-0002-6094-1203"},"institutions":[{"id":"https://openalex.org/I196699116","display_name":"Wuhan University of Technology","ror":"https://ror.org/03fe7t173","country_code":"CN","type":"education","lineage":["https://openalex.org/I196699116"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junwei Zhou","raw_affiliation_strings":["Wuhan University of Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University of Technology, Wuhan, China","institution_ids":["https://openalex.org/I196699116"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058926362","display_name":"Qingtian Zou","orcid":"https://orcid.org/0000-0002-1412-4800"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qingtian Zou","raw_affiliation_strings":["The Pennsylvania State University, Pennsylvania, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Pennsylvania State University, Pennsylvania, USA","institution_ids":["https://openalex.org/I130769515"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.3759,"has_fulltext":true,"cited_by_count":42,"citation_normalized_percentile":{"value":0.94694613,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"3","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9998999834060669,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9986000061035156,"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/computer-science","display_name":"Computer science","score":0.7642415165901184},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.5989981889724731},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.5918008685112},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5823637247085571},{"id":"https://openalex.org/keywords/software-security-assurance","display_name":"Software security assurance","score":0.5303141474723816},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.5150275230407715},{"id":"https://openalex.org/keywords/computer-security-model","display_name":"Computer security model","score":0.44763076305389404},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.4321644902229309},{"id":"https://openalex.org/keywords/fuzz-testing","display_name":"Fuzz testing","score":0.4252828359603882},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41148242354393005},{"id":"https://openalex.org/keywords/information-security","display_name":"Information security","score":0.3898876905441284},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.3425339460372925},{"id":"https://openalex.org/keywords/security-service","display_name":"Security service","score":0.28577160835266113},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08911222219467163}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7642415165901184},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.5989981889724731},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5918008685112},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5823637247085571},{"id":"https://openalex.org/C62913178","wikidata":"https://www.wikidata.org/wiki/Q7554361","display_name":"Software security assurance","level":4,"score":0.5303141474723816},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.5150275230407715},{"id":"https://openalex.org/C121822524","wikidata":"https://www.wikidata.org/wiki/Q5157582","display_name":"Computer security model","level":2,"score":0.44763076305389404},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.4321644902229309},{"id":"https://openalex.org/C111065885","wikidata":"https://www.wikidata.org/wiki/Q1189053","display_name":"Fuzz testing","level":3,"score":0.4252828359603882},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41148242354393005},{"id":"https://openalex.org/C527648132","wikidata":"https://www.wikidata.org/wiki/Q189900","display_name":"Information security","level":2,"score":0.3898876905441284},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.3425339460372925},{"id":"https://openalex.org/C29983905","wikidata":"https://www.wikidata.org/wiki/Q7445066","display_name":"Security service","level":3,"score":0.28577160835266113},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08911222219467163}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s42400-020-00055-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42400-020-00055-5","pdf_url":"https://cybersecurity.springeropen.com/track/pdf/10.1186/s42400-020-00055-5","source":{"id":"https://openalex.org/S3035238565","display_name":"Cybersecurity","issn_l":"2523-3246","issn":["2523-3246"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cybersecurity","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:80d906d200a54577a5f73e5162fe53c6","is_oa":true,"landing_page_url":"https://doaj.org/article/80d906d200a54577a5f73e5162fe53c6","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Cybersecurity, Vol 3, Iss 1, Pp 1-32 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s42400-020-00055-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42400-020-00055-5","pdf_url":"https://cybersecurity.springeropen.com/track/pdf/10.1186/s42400-020-00055-5","source":{"id":"https://openalex.org/S3035238565","display_name":"Cybersecurity","issn_l":"2523-3246","issn":["2523-3246"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cybersecurity","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.5799999833106995}],"awards":[{"id":"https://openalex.org/G2747436919","display_name":null,"funder_award_id":"W911NF-13-1-","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G371915938","display_name":null,"funder_award_id":"W911NF-13-1-0421","funder_id":"https://openalex.org/F4320333591","funder_display_name":"Multidisciplinary University Research Initiative"},{"id":"https://openalex.org/G4889638089","display_name":"SaTC: CORE: Small: Collaborative: Enabling Precise and Automated Insecurity Analysis of Middleware on Mobile Platforms","funder_award_id":"1814679","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5385673730","display_name":null,"funder_award_id":"W911NF-15-1-","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G6274897657","display_name":null,"funder_award_id":"W911NF-13","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G6471190695","display_name":null,"funder_award_id":"W911NF-13-1-0421","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G6516931990","display_name":null,"funder_award_id":"CNS-1814679","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G7452299184","display_name":null,"funder_award_id":"W911NF","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G8085982324","display_name":null,"funder_award_id":"W911NF-15-1-0576","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"},{"id":"https://openalex.org/G8186507063","display_name":null,"funder_award_id":"ARO W911NF-13-1-0421","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8727049869","display_name":null,"funder_award_id":"W911NF-13","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G975970381","display_name":null,"funder_award_id":"ARO W911NF-13-1-0421","funder_id":"https://openalex.org/F4320338281","funder_display_name":"Army Research Office"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320333591","display_name":"Multidisciplinary University Research Initiative","ror":null},{"id":"https://openalex.org/F4320338281","display_name":"Army Research Office","ror":"https://ror.org/05epdh915"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3048282123.pdf","grobid_xml":"https://content.openalex.org/works/W3048282123.grobid-xml"},"referenced_works_count":67,"referenced_works":["https://openalex.org/W6091113","https://openalex.org/W646354405","https://openalex.org/W1535668279","https://openalex.org/W1666731339","https://openalex.org/W1893133781","https://openalex.org/W1966948031","https://openalex.org/W1985987493","https://openalex.org/W1990053053","https://openalex.org/W2039157918","https://openalex.org/W2107510936","https://openalex.org/W2117115928","https://openalex.org/W2149086123","https://openalex.org/W2159059513","https://openalex.org/W2162800072","https://openalex.org/W2163922914","https://openalex.org/W2296509296","https://openalex.org/W2508015754","https://openalex.org/W2574017551","https://openalex.org/W2583649498","https://openalex.org/W2583874385","https://openalex.org/W2599823825","https://openalex.org/W2625013748","https://openalex.org/W2729350029","https://openalex.org/W2734713605","https://openalex.org/W2735043505","https://openalex.org/W2745604838","https://openalex.org/W2745980806","https://openalex.org/W2749008552","https://openalex.org/W2762776925","https://openalex.org/W2765192396","https://openalex.org/W2765365838","https://openalex.org/W2767094836","https://openalex.org/W2776884785","https://openalex.org/W2792645615","https://openalex.org/W2792672492","https://openalex.org/W2795033129","https://openalex.org/W2796394805","https://openalex.org/W2806377938","https://openalex.org/W2808242862","https://openalex.org/W2883008388","https://openalex.org/W2888875512","https://openalex.org/W2890991187","https://openalex.org/W2891621711","https://openalex.org/W2893466632","https://openalex.org/W2894211014","https://openalex.org/W2901874618","https://openalex.org/W2904399224","https://openalex.org/W2940243450","https://openalex.org/W2942739639","https://openalex.org/W2944643572","https://openalex.org/W2947815220","https://openalex.org/W2950124051","https://openalex.org/W2962832406","https://openalex.org/W2963064278","https://openalex.org/W2963674831","https://openalex.org/W2964205113","https://openalex.org/W2965481252","https://openalex.org/W2965799842","https://openalex.org/W2965838158","https://openalex.org/W2966252319","https://openalex.org/W2970528944","https://openalex.org/W2970532778","https://openalex.org/W2988339859","https://openalex.org/W3088333655","https://openalex.org/W3105926539","https://openalex.org/W6600103761","https://openalex.org/W6600120041"],"related_works":["https://openalex.org/W2062583373","https://openalex.org/W4323054491","https://openalex.org/W2179304688","https://openalex.org/W116656696","https://openalex.org/W2775532270","https://openalex.org/W3120972161","https://openalex.org/W2547256600","https://openalex.org/W2784006287","https://openalex.org/W2056412463","https://openalex.org/W1811024770"],"abstract_inverted_index":{"Abstract":[0],"Although":[1],"using":[2,50],"machine":[3],"learning":[4],"techniques":[5,53],"to":[6,38,54],"solve":[7,55],"computer":[8,32,56,65],"security":[9,33,57,66],"challenges":[10],"is":[11],"not":[12],"a":[13,25,40],"new":[14],"idea,":[15],"the":[16,31,44,61],"rapidly":[17],"emerging":[18],"Deep":[19,51,73],"Learning":[20,52],"technology":[21],"has":[22],"recently":[23],"triggered":[24],"substantial":[26],"amount":[27],"of":[28,43,72],"interests":[29],"in":[30],"community.":[34],"This":[35],"paper":[36],"seeks":[37],"provide":[39],"dedicated":[41],"review":[42,62],"very":[45],"recent":[46],"research":[47],"works":[48],"on":[49],"challenges.":[58],"In":[59],"particular,":[60],"covers":[63],"eight":[64],"problems":[67],"being":[68],"solved":[69],"by":[70],"applications":[71],"Learning:":[74],"security-oriented":[75],"program":[76],"analysis,":[77],"defending":[78,87],"return-oriented":[79],"programming":[80],"(ROP)":[81],"attacks,":[82,89],"achieving":[83],"control-flow":[84],"integrity":[85],"(CFI),":[86],"network":[88],"malware":[90],"classification,":[91],"system-event-based":[92],"anomaly":[93],"detection,":[94],"memory":[95],"forensics,":[96],"and":[97],"fuzzing":[98],"for":[99],"software":[100],"security.":[101]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
