{"id":"https://openalex.org/W7204148335","doi":"https://doi.org/10.69968/ijisem.2026v5i3426-439","title":"To Compare Various Frameworks that Integrate XAI, GANs and LLMs for Dynamic Malware Behavior Analysis","display_name":"To Compare Various Frameworks that Integrate XAI, GANs and LLMs for Dynamic Malware Behavior Analysis","publication_year":2026,"publication_date":"2026-08-22","ids":{"openalex":"https://openalex.org/W7204148335","doi":"https://doi.org/10.69968/ijisem.2026v5i3426-439"},"language":"en","primary_location":{"id":"doi:10.69968/ijisem.2026v5i3426-439","doi":"https://doi.org/10.69968/ijisem.2026v5i3426-439","is_oa":true,"landing_page_url":"https://doi.org/10.69968/ijisem.2026v5i3426-439","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.2026v5i3426-439","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","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"]}]},{"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/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"]}]}],"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":"426","last_page":"439"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":1.0,"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/T11424","display_name":"Security and Verification in Computing","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T12034","display_name":"Digital and Cyber Forensics","score":0.0,"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/malware-detection","display_name":"malware detection","score":0.925000011920929},{"id":"https://openalex.org/keywords/explainable-ai","display_name":"explainable AI","score":0.9639999866485596},{"id":"https://openalex.org/keywords/generative-adversarial-networks","display_name":"generative adversarial networks","score":0.9990000128746033},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.9649999737739563},{"id":"https://openalex.org/keywords/adversarial-robustness","display_name":"adversarial robustness","score":0.9020000100135803},{"id":"https://openalex.org/keywords/malware-evasion","display_name":"malware evasion","score":0.7960000038146973},{"id":"https://openalex.org/keywords/interpretability","display_name":"interpretability","score":0.48100000619888306}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.805899977684021},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7922999858856201},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.7529000043869019},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6726999878883362},{"id":"https://openalex.org/C2781251061","wikidata":"https://www.wikidata.org/wiki/Q5416089","display_name":"Evasion (ethics)","level":3,"score":0.595300018787384},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5357000231742859},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4645000100135803},{"id":"https://openalex.org/C2779395397","wikidata":"https://www.wikidata.org/wiki/Q15731404","display_name":"Malware analysis","level":3,"score":0.4433000087738037},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.42800000309944153},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41659998893737793},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.40939998626708984},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3905999958515167},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3612000048160553},{"id":"https://openalex.org/C2989277270","wikidata":"https://www.wikidata.org/wiki/Q168338","display_name":"Behavioral analysis","level":2,"score":0.2994999885559082},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2705000042915344}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.69968/ijisem.2026v5i3426-439","doi":"https://doi.org/10.69968/ijisem.2026v5i3426-439","is_oa":true,"landing_page_url":"https://doi.org/10.69968/ijisem.2026v5i3426-439","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/666","doi":null,"is_oa":true,"landing_page_url":"https://ijisem.com/journal/index.php/ijisem/article/view/666","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.2026v5i3426-439","doi":"https://doi.org/10.69968/ijisem.2026v5i3426-439","is_oa":true,"landing_page_url":"https://doi.org/10.69968/ijisem.2026v5i3426-439","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":24,"referenced_works":["https://openalex.org/W2010065958","https://openalex.org/W2111038628","https://openalex.org/W2158698691","https://openalex.org/W2282821441","https://openalex.org/W2557513839","https://openalex.org/W2886533716","https://openalex.org/W4285238371","https://openalex.org/W4323565799","https://openalex.org/W4390673835","https://openalex.org/W4391046504","https://openalex.org/W4392852527","https://openalex.org/W4393195412","https://openalex.org/W4393970627","https://openalex.org/W4394565291","https://openalex.org/W4395470964","https://openalex.org/W4402297661","https://openalex.org/W4403007355","https://openalex.org/W4403659027","https://openalex.org/W4407070057","https://openalex.org/W4407099782","https://openalex.org/W4407163436","https://openalex.org/W4407937958","https://openalex.org/W4416926018","https://openalex.org/W7128505394"],"related_works":["https://openalex.org/W4408217971","https://openalex.org/W4407127082","https://openalex.org/W4410295662","https://openalex.org/W4415018049","https://openalex.org/W4400553160","https://openalex.org/W7143367693","https://openalex.org/W7162455920","https://openalex.org/W4411758877","https://openalex.org/W7165478944","https://openalex.org/W4413120804"],"abstract_inverted_index":{"Modern":[0],"malware":[1,52,131,162,176],"frameworks":[2,16,30,102,146],"use":[3],"advanced":[4,14,186],"evasion":[5],"techniques":[6],"that":[7,31,82],"bypass":[8],"traditional":[9],"detection":[10,66,132,177],"methods;":[11],"thus":[12],"entail":[13],"analytical":[15,183],"for":[17,110,119,147],"comprehensive":[18],"and":[19,41,75,92,151,167,185],"robust":[20],"analysis.":[21],"This":[22,155],"study":[23,156],"provides":[24],"a":[25,48,137,158],"comparative":[26],"analysis":[27,135,163],"of":[28,57,144,161,173],"several":[29],"utilize":[32],"Explainable":[33],"Artificial":[34],"Intelligence":[35],"(XAI),":[36],"Generative":[37],"Adversarial":[38],"Networks":[39],"(GANs),":[40],"Large":[42],"Language":[43],"Models":[44],"(LLMs)":[45],"to":[46,51,61,141,169],"provide":[47],"dynamic":[49],"approach":[50,160],"behaviour.":[53],"The":[54,79,100,134],"review":[55],"consisted":[56],"five":[58],"key":[59],"metrics":[60],"assess":[62],"these":[63],"three":[64],"frameworks:":[65],"performance,":[67],"explainability,":[68],"robustness":[69,111],"against":[70],"adversarial":[71,108,148],"attacks,":[72],"behavioral":[73],"interpretation,":[74],"automated":[76,121,152],"reporting":[77],"capabilities.":[78],"results":[80],"indicate":[81],"Deep":[83],"Learning":[84],"models":[85],"have":[86],"attained":[87],"high":[88],"accuracy":[89],"in":[90,106],"detect-ing":[91],"identifying":[93],"malicious":[94],"code,":[95],"but":[96,124],"are":[97,103,116,125],"not":[98,126],"interpretable.":[99],"GAN-based":[101],"highly":[104,117],"effective":[105,118,175],"generating":[107,120],"samples":[109],"testing.":[112],"Conversely,":[113],"LLM-based":[114],"approaches":[115],"forensic":[122,153,187],"reports,":[123],"yet":[127],"fully":[128],"integrated":[129,145],"into":[130],"workflows.":[133],"highlights":[136],"research":[138],"gap":[139],"pertaining":[140],"the":[142,171],"lack":[143],"analysis,":[149],"explainability":[150],"reporting.":[154],"proposes":[157],"unified":[159],"incorpo-rating":[164],"XAI,":[165],"GAN":[166],"LLM":[168],"enable":[170],"development":[172],"more":[174,180],"tools":[178],"with":[179],"transparency,":[181],"deeper":[182],"insight":[184],"decision-making.":[188]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-08-25T00:00:00"}