{"id":"https://openalex.org/W4390796521","doi":"https://doi.org/10.1142/s2196888824500039","title":"AAGAN: Android Malware Generation System Based on Generative Adversarial Network","display_name":"AAGAN: Android Malware Generation System Based on Generative Adversarial Network","publication_year":2024,"publication_date":"2024-01-12","ids":{"openalex":"https://openalex.org/W4390796521","doi":"https://doi.org/10.1142/s2196888824500039"},"language":"en","primary_location":{"id":"doi:10.1142/s2196888824500039","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s2196888824500039","pdf_url":null,"source":{"id":"https://openalex.org/S2486636169","display_name":"Vietnam Journal of Computer Science","issn_l":"2196-8888","issn":["2196-8888","2196-8896"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Vietnam Journal of Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.1142/s2196888824500039","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062016746","display_name":"Doan Minh Trung","orcid":"https://orcid.org/0000-0003-4880-5214"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Doan Minh Trung","raw_affiliation_strings":["University of Information Technology, Ho Chi Minh City, Vietnam","Vietnam National University, Ho Chi Minh City, Vietnam"],"raw_orcid":"https://orcid.org/0000-0003-4880-5214","affiliations":[{"raw_affiliation_string":"University of Information Technology, Ho Chi Minh City, Vietnam","institution_ids":[]},{"raw_affiliation_string":"Vietnam National University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077224072","display_name":"Nghi Hoang Khoa","orcid":"https://orcid.org/0000-0001-6418-4169"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nghi Hoang Khoa","raw_affiliation_strings":["University of Information Technology, Ho Chi Minh City, Vietnam","Vietnam National University, Ho Chi Minh City, Vietnam"],"raw_orcid":"https://orcid.org/0000-0001-6418-4169","affiliations":[{"raw_affiliation_string":"University of Information Technology, Ho Chi Minh City, Vietnam","institution_ids":[]},{"raw_affiliation_string":"Vietnam National University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009023958","display_name":"Phan The Duy","orcid":"https://orcid.org/0000-0002-5945-3712"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Phan The Duy","raw_affiliation_strings":["University of Information Technology, Ho Chi Minh City, Vietnam","Vietnam National University, Ho Chi Minh City, Vietnam"],"raw_orcid":"https://orcid.org/0000-0002-5945-3712","affiliations":[{"raw_affiliation_string":"University of Information Technology, Ho Chi Minh City, Vietnam","institution_ids":[]},{"raw_affiliation_string":"Vietnam National University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045030863","display_name":"Van-Hau Pham","orcid":"https://orcid.org/0000-0003-3147-3356"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Van-Hau Pham","raw_affiliation_strings":["University of Information Technology, Ho Chi Minh City, Vietnam","Vietnam National University, Ho Chi Minh City, Vietnam"],"raw_orcid":"https://orcid.org/0000-0003-3147-3356","affiliations":[{"raw_affiliation_string":"University of Information Technology, Ho Chi Minh City, Vietnam","institution_ids":[]},{"raw_affiliation_string":"Vietnam National University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028377642","display_name":"Nguyen Tan Cam","orcid":"https://orcid.org/0000-0002-3909-7650"},"institutions":[{"id":"https://openalex.org/I123565023","display_name":"Vietnam National University Ho Chi Minh City","ror":"https://ror.org/00waaqh38","country_code":"VN","type":"education","lineage":["https://openalex.org/I123565023"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen Tan Cam","raw_affiliation_strings":["University of Information Technology, Ho Chi Minh City, Vietnam","Vietnam National University, Ho Chi Minh City, Vietnam"],"raw_orcid":"https://orcid.org/0000-0002-3909-7650","affiliations":[{"raw_affiliation_string":"University of Information Technology, Ho Chi Minh City, Vietnam","institution_ids":[]},{"raw_affiliation_string":"Vietnam National University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I123565023"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I123565023"],"apc_list":null,"apc_paid":null,"fwci":0.5989,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.59925847,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"11","issue":"02","first_page":"275","last_page":"299"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9994999766349792,"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":0.9994999766349792,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9521999955177307,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9484999775886536,"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/computer-science","display_name":"Computer science","score":0.8024839162826538},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.6813434362411499},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.6751624941825867},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.6275734901428223},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.6065027713775635},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5699554681777954},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.514705240726471},{"id":"https://openalex.org/keywords/android-malware","display_name":"Android malware","score":0.4477439522743225},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.41096198558807373},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40972352027893066},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.39072009921073914},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.25346094369888306},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.14948710799217224}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8024839162826538},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.6813434362411499},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.6751624941825867},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.6275734901428223},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.6065027713775635},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5699554681777954},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.514705240726471},{"id":"https://openalex.org/C2989133298","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android malware","level":3,"score":0.4477439522743225},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.41096198558807373},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40972352027893066},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.39072009921073914},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.25346094369888306},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.14948710799217224}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1142/s2196888824500039","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s2196888824500039","pdf_url":null,"source":{"id":"https://openalex.org/S2486636169","display_name":"Vietnam Journal of Computer Science","issn_l":"2196-8888","issn":["2196-8888","2196-8896"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Vietnam Journal of Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:6aebf1d52a584832be2b3074da2cf6e5","is_oa":true,"landing_page_url":"https://doaj.org/article/6aebf1d52a584832be2b3074da2cf6e5","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":"Vietnam Journal of Computer Science, Vol 11, Iss 02, Pp 275-299 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1142/s2196888824500039","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s2196888824500039","pdf_url":null,"source":{"id":"https://openalex.org/S2486636169","display_name":"Vietnam Journal of Computer Science","issn_l":"2196-8888","issn":["2196-8888","2196-8896"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Vietnam Journal of Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2086401659","https://openalex.org/W2180612164","https://openalex.org/W2407313496","https://openalex.org/W2559655401","https://openalex.org/W2783327762","https://openalex.org/W2792310543","https://openalex.org/W2807671950","https://openalex.org/W2809616033","https://openalex.org/W2899639977","https://openalex.org/W2900275727","https://openalex.org/W2907236248","https://openalex.org/W2911377781","https://openalex.org/W2934018981","https://openalex.org/W2945645805","https://openalex.org/W2966342255","https://openalex.org/W3004549544","https://openalex.org/W3015481738","https://openalex.org/W3082603384","https://openalex.org/W3093636427","https://openalex.org/W3126451783","https://openalex.org/W3135916744","https://openalex.org/W3207267053","https://openalex.org/W3211751213","https://openalex.org/W3214977413","https://openalex.org/W3215132138","https://openalex.org/W4212924680","https://openalex.org/W4221098431","https://openalex.org/W4285293538","https://openalex.org/W4285357405","https://openalex.org/W4312204832","https://openalex.org/W4320147968"],"related_works":["https://openalex.org/W2782775281","https://openalex.org/W2560361988","https://openalex.org/W2507113366","https://openalex.org/W4327939473","https://openalex.org/W3025122950","https://openalex.org/W2311926078","https://openalex.org/W3200508744","https://openalex.org/W2462192250","https://openalex.org/W4312234627","https://openalex.org/W3195312353"],"abstract_inverted_index":{"With":[0],"the":[1,57,66,106,109,128],"rapid":[2],"evolution":[3],"of":[4,54,68,108,115,130],"mobile":[5],"malware,":[6,9],"especially":[7],"Android":[8,13,77],"machine":[10],"learning":[11],"(ML)-based":[12],"malware":[14,32,78,157],"detection":[15,111,132,158],"systems":[16],"have":[17,24],"drawn":[18],"massive":[19],"attention.":[20],"Although":[21],"ML":[22,92],"algorithms":[23,112],"recently":[25],"led":[26],"to":[27,39],"many":[28],"vital":[29],"breakthroughs":[30],"in":[31,113,154],"detection,":[33],"they":[34],"are":[35],"still":[36],"particularly":[37],"vulnerable":[38],"adversarial":[40],"example":[41],"(AE)":[42],"attacks.":[43],"By":[44],"applying":[45],"small":[46],"random":[47],"perturbations":[48],"(e.g.":[49],"simply":[50],"modifying":[51],"different":[52],"kinds":[53],"features":[55],"from":[56],"application\u2019s":[58],"manifest":[59],"file),":[60],"an":[61,75,150],"AE":[62,124],"attack":[63],"can":[64,88,104,148],"cause":[65],"misclassification":[67],"legitimate":[69],"applications.":[70],"This":[71],"paper":[72],"proposes":[73],"AAGAN,":[74],"automated":[76],"generation":[79],"system":[80,103,133],"based":[81],"on":[82],"Generative":[83],"Adversarial":[84],"Networks":[85],"(GAN)":[86],"that":[87,98],"successfully":[89],"deceive":[90],"current":[91],"detectors.":[93],"Our":[94],"experiment":[95],"results":[96],"indicate":[97],"AEs":[99],"generated":[100,140],"by":[101,134],"our":[102,131,156],"flip":[105],"prediction":[107],"state-of-the-art":[110],"99%":[114],"cases":[116],"using":[117],"a":[118],"real-world":[119],"dataset.":[120],"To":[121],"defend":[122],"against":[123],"attacks,":[125],"we":[126],"improve":[127],"robustness":[129],"alternatively":[135],"retraining":[136,144],"with":[137],"these":[138],"newly":[139],"AEs.":[141],"Surprisingly,":[142],"after":[143],"five":[145],"times,":[146],"AAGAN":[147],"achieve":[149],"89%":[151],"success":[152],"rate":[153],"bypassing":[155],"system.":[159]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}