{"id":"https://openalex.org/W4401509067","doi":"https://doi.org/10.1109/iccworkshops59551.2024.10615630","title":"Securing the Metaverse: A Deep Reinforcement Learning and Generative Adversarial Network Approach to Intrusion Detection","display_name":"Securing the Metaverse: A Deep Reinforcement Learning and Generative Adversarial Network Approach to Intrusion Detection","publication_year":2024,"publication_date":"2024-06-09","ids":{"openalex":"https://openalex.org/W4401509067","doi":"https://doi.org/10.1109/iccworkshops59551.2024.10615630"},"language":"en","primary_location":{"id":"doi:10.1109/iccworkshops59551.2024.10615630","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccworkshops59551.2024.10615630","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5103067352","display_name":"Tarek Ali","orcid":"https://orcid.org/0000-0002-8380-1625"},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tarek Ali","raw_affiliation_strings":["Manchester Metropolitan University,Department of Computing and Mathematics,Manchester,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Manchester Metropolitan University,Department of Computing and Mathematics,Manchester,UK","institution_ids":["https://openalex.org/I11983389"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009748724","display_name":"Mohammed Al-Khalidi","orcid":"https://orcid.org/0000-0002-1655-8514"},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mohammed Al-Khalidi","raw_affiliation_strings":["Manchester Metropolitan University,Department of Computing and Mathematics,Manchester,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Manchester Metropolitan University,Department of Computing and Mathematics,Manchester,UK","institution_ids":["https://openalex.org/I11983389"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046365205","display_name":"Rabab Al-Zaidi","orcid":"https://orcid.org/0000-0002-2198-7794"},"institutions":[{"id":"https://openalex.org/I54459138","display_name":"University of Salford","ror":"https://ror.org/01tmqtf75","country_code":"GB","type":"education","lineage":["https://openalex.org/I54459138"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Rabab Al-Zaidi","raw_affiliation_strings":["School of Computing, Science, and Engineering, University of Salford,Manchester,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, Science, and Engineering, University of Salford,Manchester,UK","institution_ids":["https://openalex.org/I54459138"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040655055","display_name":"Amna Eleyan","orcid":"https://orcid.org/0000-0002-2025-3027"},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Amna Eleyan","raw_affiliation_strings":["Manchester Metropolitan University,Department of Computing and Mathematics,Manchester,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Manchester Metropolitan University,Department of Computing and Mathematics,Manchester,UK","institution_ids":["https://openalex.org/I11983389"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089024524","display_name":"Muhammad Atif Ur Rehman","orcid":"https://orcid.org/0000-0002-6812-8620"},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Muhammad Atif Ur Rehman","raw_affiliation_strings":["Manchester Metropolitan University,Department of Computing and Mathematics,Manchester,UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Manchester Metropolitan University,Department of Computing and Mathematics,Manchester,UK","institution_ids":["https://openalex.org/I11983389"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.0265,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.96560709,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"263","last_page":"268"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9857000112533569,"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":0.9857000112533569,"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":0.9818000197410583,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9358999729156494,"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/adversarial-system","display_name":"Adversarial system","score":0.855004072189331},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.776692271232605},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7547088265419006},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.6781227588653564},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.5534878373146057},{"id":"https://openalex.org/keywords/intrusion","display_name":"Intrusion","score":0.5215077996253967},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5105737447738647},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.43808314204216003},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3593830466270447},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.35523736476898193},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3542343080043793},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3248339295387268}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.855004072189331},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.776692271232605},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7547088265419006},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6781227588653564},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.5534878373146057},{"id":"https://openalex.org/C158251709","wikidata":"https://www.wikidata.org/wiki/Q354025","display_name":"Intrusion","level":2,"score":0.5215077996253967},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5105737447738647},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.43808314204216003},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3593830466270447},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.35523736476898193},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3542343080043793},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3248339295387268},{"id":"https://openalex.org/C17409809","wikidata":"https://www.wikidata.org/wiki/Q161764","display_name":"Geochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccworkshops59551.2024.10615630","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccworkshops59551.2024.10615630","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Communications Workshops (ICC Workshops)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2946943579","https://openalex.org/W2955155733","https://openalex.org/W3005630930","https://openalex.org/W3018495625","https://openalex.org/W3093951152","https://openalex.org/W3111283285","https://openalex.org/W4292830422","https://openalex.org/W4320013936","https://openalex.org/W4324290234","https://openalex.org/W4376288695","https://openalex.org/W4385605536","https://openalex.org/W4385988298","https://openalex.org/W4386453656","https://openalex.org/W4386505605","https://openalex.org/W4387342650","https://openalex.org/W4389041979","https://openalex.org/W4390736927","https://openalex.org/W4391023335","https://openalex.org/W4393319347"],"related_works":["https://openalex.org/W2133389611","https://openalex.org/W2888032422","https://openalex.org/W3156763702","https://openalex.org/W4385421777","https://openalex.org/W4377980832","https://openalex.org/W2897769091","https://openalex.org/W2845413374","https://openalex.org/W3005996785","https://openalex.org/W4297411772","https://openalex.org/W4235873501"],"abstract_inverted_index":{"This":[0,110],"paper":[1],"explores":[2],"the":[3,9,18,52,59,75,118,125],"pivotal":[4],"domain":[5],"of":[6,61],"security":[7],"within":[8],"Metaverse":[10,54,127],"and":[11,35,81,107],"proposes":[12],"an":[13],"innovative":[14],"method":[15],"to":[16,31,69,77,86,120],"tackle":[17],"distinctive":[19],"challenges":[20],"it":[21],"presents.":[22],"The":[23,44],"proposed":[24,45],"solution":[25],"leverages":[26],"Generative":[27],"Adversarial":[28],"Networks":[29],"(GANs)":[30],"generate":[32],"synthetic":[33,63,98],"data,":[34,64,101],"Deep":[36],"Reinforcement":[37],"Learning":[38],"(DRL)":[39],"as":[40,112],"a":[41],"targeted":[42],"model.":[43],"Intrusion":[46],"Detection":[47],"System":[48],"(IDS)":[49],"effectively":[50],"navigates":[51],"intricate":[53],"environment.":[55,128],"Incorporating":[56],"GANs":[57],"guarantees":[58],"production":[60],"diverse":[62],"thereby":[65],"mitigating":[66],"concerns":[67],"linked":[68],"class":[70],"imbalance.":[71],"Moreover,":[72],"DRL":[73],"empowers":[74],"IDS":[76],"differentiate":[78],"between":[79],"customary":[80],"unusual":[82],"user":[83,105],"actions.":[84],"According":[85],"our":[87,90,115],"research":[88],"findings,":[89],"approach":[91],"surpasses":[92],"competitors,":[93],"particularly":[94],"when":[95],"faced":[96],"with":[97],"or":[99],"augmented":[100],"considering":[102],"virtual":[103],"space,":[104],"interactions,":[106],"network":[108],"activities.":[109],"serves":[111],"evidence":[113],"that":[114],"model":[116],"possesses":[117],"capability":[119],"enhance":[121],"intrusion":[122],"detection":[123],"in":[124],"dynamic":[126]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
