{"id":"https://openalex.org/W7136313264","doi":"https://doi.org/10.1109/ants66931.2025.11430087","title":"Unmasking the Accuracy Illusion: Leveraging Gen AI for Enhanced Security in 6G O-RAN","display_name":"Unmasking the Accuracy Illusion: Leveraging Gen AI for Enhanced Security in 6G O-RAN","publication_year":2025,"publication_date":"2025-12-15","ids":{"openalex":"https://openalex.org/W7136313264","doi":"https://doi.org/10.1109/ants66931.2025.11430087"},"language":null,"primary_location":{"id":"doi:10.1109/ants66931.2025.11430087","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ants66931.2025.11430087","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS)","raw_type":"proceedings-article"},"type":"article","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/A5116479357","display_name":"Kanwardeep Singh Gahlot","orcid":null},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Kanwardeep Singh Gahlot","raw_affiliation_strings":["Birla Institute of Technology and Science Pilani,Department of Electrical and Electronics Engineering,Rajasthan,India,333031"],"affiliations":[{"raw_affiliation_string":"Birla Institute of Technology and Science Pilani,Department of Electrical and Electronics Engineering,Rajasthan,India,333031","institution_ids":["https://openalex.org/I74796645"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129575164","display_name":"Sudhir Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sudhir Kumar","raw_affiliation_strings":["Birla Institute of Technology and Science Pilani,Department of Electrical and Electronics Engineering,Rajasthan,India,333031"],"affiliations":[{"raw_affiliation_string":"Birla Institute of Technology and Science Pilani,Department of Electrical and Electronics Engineering,Rajasthan,India,333031","institution_ids":["https://openalex.org/I74796645"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014904454","display_name":"Sharda Tripathi","orcid":"https://orcid.org/0000-0002-8473-4380"},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sharda Tripathi","raw_affiliation_strings":["Birla Institute of Technology and Science Pilani,Department of Electrical and Electronics Engineering,Rajasthan,India,333031"],"affiliations":[{"raw_affiliation_string":"Birla Institute of Technology and Science Pilani,Department of Electrical and Electronics Engineering,Rajasthan,India,333031","institution_ids":["https://openalex.org/I74796645"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052038778","display_name":"Sandeep Joshi","orcid":"https://orcid.org/0000-0001-5620-0472"},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sandeep Joshi","raw_affiliation_strings":["Birla Institute of Technology and Science Pilani,Department of Electrical and Electronics Engineering,Rajasthan,India,333031"],"affiliations":[{"raw_affiliation_string":"Birla Institute of Technology and Science Pilani,Department of Electrical and Electronics Engineering,Rajasthan,India,333031","institution_ids":["https://openalex.org/I74796645"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5116479357"],"corresponding_institution_ids":["https://openalex.org/I74796645"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.65331312,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.5954999923706055,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.5954999923706055,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.0908999964594841,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.0617000013589859,"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/key","display_name":"Key (lock)","score":0.37959998846054077},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.3000999987125397},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.2800000011920929},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.2775999903678894},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.27549999952316284}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6241999864578247},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.37959998846054077},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36340001225471497},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3400000035762787},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3000999987125397},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.2800000011920929},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.2775999903678894},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.27549999952316284},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.27469998598098755},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.24410000443458557}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ants66931.2025.11430087","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ants66931.2025.11430087","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334771","display_name":"Science and Engineering Research Board","ror":"https://ror.org/03ffdsr55"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2109553965","https://openalex.org/W2296509296","https://openalex.org/W4317796310","https://openalex.org/W4377224435","https://openalex.org/W4391326527","https://openalex.org/W4395069637","https://openalex.org/W4399526624","https://openalex.org/W4401070294","https://openalex.org/W4401539961"],"related_works":[],"abstract_inverted_index":{"The":[0],"evolution":[1],"of":[2],"Open":[3],"Radio":[4],"Access":[5],"Networks":[6,67],"(O-RANs)":[7],"is":[8],"reshaping":[9],"wireless":[10],"communications":[11],"by":[12],"enabling":[13],"flexibility,":[14],"virtualization,":[15],"and":[16,43,78,93],"multi-vendor":[17],"interoperability.":[18],"However,":[19],"their":[20],"disaggregated":[21],"architecture":[22],"broadens":[23],"the":[24],"attack":[25],"surface,":[26],"posing":[27],"new":[28],"security":[29],"risks.":[30],"Effective":[31],"intrusion":[32],"detection":[33,90],"remains":[34],"challenging":[35],"due":[36],"to":[37],"emerging":[38],"threats,":[39],"limited":[40],"labeled":[41],"data,":[42],"class":[44],"imbalance,":[45],"which":[46],"renders":[47],"traditional":[48],"metrics":[49],"like":[50],"accuracy":[51],"unreliable.":[52],"To":[53],"address":[54],"this,":[55],"we":[56],"propose":[57],"Fense,":[58],"a":[59],"framework":[60],"that":[61,84],"combines":[62],"feature-engineered":[63],"Tabular":[64],"Generative":[65,85],"Adversarial":[66],"(TGANs)":[68],"with":[69],"Matthews":[70],"Correlation":[71],"Coefficient":[72],"(MCC)":[73],"for":[74],"robust":[75],"performance":[76],"evaluation":[77],"synthetic":[79],"data":[80],"generation.":[81],"Experiments":[82],"show":[83],"AI":[86],"(Gen":[87],"AI)":[88],"enhances":[89],"accuracy,":[91],"fairness,":[92],"resilience,":[94],"tackling":[95],"core":[96],"challenges":[97],"in":[98],"O-RAN":[99],"security.":[100]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-03-17T00:00:00"}
