{"id":"https://openalex.org/W7204102345","doi":"https://doi.org/10.69968/ijisem.2026v5i3416-425","title":"Generative Adversarial Networks for Anomaly and Malware Detection","display_name":"Generative Adversarial Networks for Anomaly and Malware Detection","publication_year":2026,"publication_date":"2026-08-22","ids":{"openalex":"https://openalex.org/W7204102345","doi":"https://doi.org/10.69968/ijisem.2026v5i3416-425"},"language":"en","primary_location":{"id":"doi:10.69968/ijisem.2026v5i3416-425","doi":"https://doi.org/10.69968/ijisem.2026v5i3416-425","is_oa":true,"landing_page_url":"https://doi.org/10.69968/ijisem.2026v5i3416-425","pdf_url":null,"source":{"id":"https://openalex.org/S4404663065","display_name":"International Journal of Innovations in Science Engineering and Management.","issn_l":"2583-7117","issn":["2583-7117"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Innovations in Science, Engineering And Management","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.69968/ijisem.2026v5i3416-425","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114289900","display_name":"Amit Thakore","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3133069541","display_name":"Dr. K.N.Modi University","ror":"https://ror.org/02wvjw989","country_code":"IN","type":"education","lineage":["https://openalex.org/I3133069541"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amit Kumar Thakore","raw_affiliation_strings":["Computer Science and Engineering Dr. K. N. Modi University India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Dr. K. N. Modi University India","institution_ids":["https://openalex.org/I3133069541"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126523123","display_name":"Dr. Neha Gupta","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I3133069541","display_name":"Dr. K.N.Modi University","ror":"https://ror.org/02wvjw989","country_code":"IN","type":"education","lineage":["https://openalex.org/I3133069541"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Neha Gupta","raw_affiliation_strings":["Computer Science and Engineering Dr. K. N. Modi University India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Dr. K. N. Modi University India","institution_ids":["https://openalex.org/I3133069541"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091326586","display_name":"Akash Saxena","orcid":"https://orcid.org/0000-0002-1820-8024","observed_orcids":["https://orcid.org/0000-0002-1820-8024","https://orcid.org/0000-0002-1467-7202","https://orcid.org/0009-0004-0703-8594"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Akash Saxena","raw_affiliation_strings":["Computer Science and Engineering CITM, Jaipur India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering CITM, Jaipur India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071738227","display_name":"Amar Singh Verma","orcid":"https://orcid.org/0000-0002-1865-0883","observed_orcids":["https://orcid.org/0000-0002-1865-0883"]},"institutions":[{"id":"https://openalex.org/I3133069541","display_name":"Dr. K.N.Modi University","ror":"https://ror.org/02wvjw989","country_code":"IN","type":"education","lineage":["https://openalex.org/I3133069541"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amar Singh Verma","raw_affiliation_strings":["Computer Science and Engineering Dr. K. N. Modi University India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Dr. K. N. Modi University India","institution_ids":["https://openalex.org/I3133069541"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"416","last_page":"425"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.36739999055862427,"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"}},"topics":[{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.36739999055862427,"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"}},{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.2793000042438507,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.2619999945163727,"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/generative-adversarial-networks","display_name":"generative adversarial networks","score":1.0},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"anomaly detection","score":0.9660000205039978},{"id":"https://openalex.org/keywords/malware-detection","display_name":"malware detection","score":0.9950000047683716},{"id":"https://openalex.org/keywords/cybersecurity","display_name":"cybersecurity","score":0.753000020980835},{"id":"https://openalex.org/keywords/gan-variants","display_name":"GAN variants","score":0.7739999890327454},{"id":"https://openalex.org/keywords/malware-dataset","display_name":"malware dataset","score":0.5619999766349792},{"id":"https://openalex.org/keywords/evaluation-indicators","display_name":"evaluation metrics","score":0.9390000104904175}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7670000195503235},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.730400025844574},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6459000110626221},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.6344000101089478},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6067000031471252},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5396999716758728},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47780001163482666},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4690999984741211},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4489000141620636},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.37540000677108765},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36090001463890076},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.3140999972820282},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.2888000011444092},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.27239999175071716},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.26910001039505005},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2653000056743622},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.26339998841285706},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.257099986076355}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.69968/ijisem.2026v5i3416-425","doi":"https://doi.org/10.69968/ijisem.2026v5i3416-425","is_oa":true,"landing_page_url":"https://doi.org/10.69968/ijisem.2026v5i3416-425","pdf_url":null,"source":{"id":"https://openalex.org/S4404663065","display_name":"International Journal of Innovations in Science Engineering and Management.","issn_l":"2583-7117","issn":["2583-7117"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Innovations in Science, Engineering And Management","raw_type":"journal-article"},{"id":"pmh:oai:ojs2.ijisem.com:article/665","doi":null,"is_oa":true,"landing_page_url":"https://ijisem.com/journal/index.php/ijisem/article/view/665","pdf_url":null,"source":{"id":"https://openalex.org/S4404663065","display_name":"International Journal of Innovations in Science Engineering and Management.","issn_l":"2583-7117","issn":["2583-7117"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2583-7117","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.69968/ijisem.2026v5i3416-425","doi":"https://doi.org/10.69968/ijisem.2026v5i3416-425","is_oa":true,"landing_page_url":"https://doi.org/10.69968/ijisem.2026v5i3416-425","pdf_url":null,"source":{"id":"https://openalex.org/S4404663065","display_name":"International Journal of Innovations in Science Engineering and Management.","issn_l":"2583-7117","issn":["2583-7117"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Innovations in Science, Engineering And Management","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2010065958","https://openalex.org/W2150795982","https://openalex.org/W2183341477","https://openalex.org/W2552465644","https://openalex.org/W2591079949","https://openalex.org/W2593414223","https://openalex.org/W2763219399","https://openalex.org/W2892868976","https://openalex.org/W2962793481","https://openalex.org/W2964121818","https://openalex.org/W2964245526","https://openalex.org/W3113816305","https://openalex.org/W3159415473","https://openalex.org/W3163549596","https://openalex.org/W3177624059","https://openalex.org/W4281570285","https://openalex.org/W4285238371","https://openalex.org/W4315767683","https://openalex.org/W4321392309","https://openalex.org/W4379409366","https://openalex.org/W4384917038"],"related_works":["https://openalex.org/W4402053318","https://openalex.org/W4411758877","https://openalex.org/W4414962426","https://openalex.org/W4400667639","https://openalex.org/W4391046504","https://openalex.org/W4385451419","https://openalex.org/W4321392309","https://openalex.org/W4405633537","https://openalex.org/W4384917038","https://openalex.org/W7083593675"],"abstract_inverted_index":{"Generative":[0],"Adversarial":[1],"Networks":[2],"or":[3,34],"GANs,":[4],"have":[5],"become":[6],"a":[7,64],"significant":[8],"approach":[9],"in":[10,23,41,79,122,154],"deep":[11],"learning":[12],"along":[13],"with":[14],"Con-volutional":[15],"and":[16,26,58,76,96,99,108,117,131,139,158],"Recurrent":[17],"Neural":[18],"Networks,":[19],"due":[20],"to":[21,30,50,89,105,126,146],"improvements":[22],"computing":[24],"technology":[25],"more":[27,156],"advanced":[28],"ways":[29],"train":[31],"these":[32],"frameworks":[33],"models.":[35],"Since":[36],"GANs":[37,87,145],"were":[38],"first":[39],"introduced":[40],"2014,":[42],"their":[43,93,101,152],"application":[44],"has":[45],"expanded":[46],"beyond":[47],"image":[48],"generation":[49],"include":[51],"critical":[52],"security":[53,160],"tasks":[54],"like":[55],"anomaly":[56],"detection":[57],"malware":[59],"analysis.":[60],"This":[61],"paper":[62,112],"offers":[63],"comprehensive":[65],"survey":[66],"of":[67,86],"how":[68],"GAN-based":[69],"methods":[70],"are":[71],"utilized":[72],"for":[73,143],"identifying":[74],"unusual":[75],"harmful":[77],"activities":[78],"cyber":[80],"settings.":[81],"It":[82],"examines":[83],"key":[84],"variants":[85],"relevant":[88],"this":[90],"field,":[91],"explains":[92,100],"fundamental":[94],"architectures":[95],"training":[97],"methods,":[98],"integration":[102],"into":[103],"systems":[104],"detect":[106],"anomalies":[107],"malware.":[109],"Additionally,":[110],"the":[111,123],"catalogs":[113],"publicly":[114],"accessible":[115],"datasets":[116],"evaluation":[118],"metrics":[119],"frequently":[120],"used":[121],"reviewed":[124],"studies":[125],"illustrate":[127],"common":[128],"experimental":[129],"methodologies":[130],"research":[132],"directions.":[133],"Finally,":[134],"it":[135],"addresses":[136],"ongoing":[137],"challenges":[138],"potential":[140],"future":[141],"avenues":[142],"employing":[144],"counteract":[147],"emerging":[148],"cybersecurity":[149],"threats,":[150],"highlighting":[151],"importance":[153],"developing":[155],"proactive":[157],"robust":[159],"measures.":[161]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-08-25T00:00:00"}