{"id":"https://openalex.org/W7204458998","doi":"https://doi.org/10.1109/mcomstd.2026.3724180","title":"Agentic AI-Driven Federated Unlearning for Secure Semantic Communications","display_name":"Agentic AI-Driven Federated Unlearning for Secure Semantic Communications","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7204458998","doi":"https://doi.org/10.1109/mcomstd.2026.3724180"},"language":"en","primary_location":{"id":"doi:10.1109/mcomstd.2026.3724180","doi":"https://doi.org/10.1109/mcomstd.2026.3724180","is_oa":true,"landing_page_url":"https://doi.org/10.1109/mcomstd.2026.3724180","pdf_url":null,"source":{"id":"https://openalex.org/S4210170334","display_name":"IEEE Communications Standards Magazine","issn_l":"2471-2825","issn":["2471-2825","2471-2833"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Communications Standards Magazine","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/mcomstd.2026.3724180","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074467447","display_name":"Shini Girija","orcid":"https://orcid.org/0000-0002-0984-5769","observed_orcids":["https://orcid.org/0000-0002-0984-5769"]},"institutions":[{"id":"https://openalex.org/I4210164135","display_name":"Birla Institute of Technology and Science, Pilani - Dubai Campus","ror":"https://ror.org/05jnbme07","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210164135","https://openalex.org/I74796645"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Shini Girija","raw_affiliation_strings":["Birla Institute of Technology and Science, Pilani, Dubai Campus"],"raw_orcid":"https://orcid.org/0000-0002-0984-5769","affiliations":[{"raw_affiliation_string":"Birla Institute of Technology and Science, Pilani, Dubai Campus","institution_ids":["https://openalex.org/I4210164135"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056110230","display_name":"Pranav Mothabhau Pawar","orcid":"https://orcid.org/0000-0001-8193-7388","observed_orcids":["https://orcid.org/0000-0001-8193-7388"]},"institutions":[{"id":"https://openalex.org/I4210164135","display_name":"Birla Institute of Technology and Science, Pilani - Dubai Campus","ror":"https://ror.org/05jnbme07","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210164135","https://openalex.org/I74796645"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Pranav M. Pawar","raw_affiliation_strings":["Birla Institute of Technology and Science, Pilani, Dubai Campus"],"raw_orcid":"https://orcid.org/0000-0001-8193-7388","affiliations":[{"raw_affiliation_string":"Birla Institute of Technology and Science, Pilani, Dubai Campus","institution_ids":["https://openalex.org/I4210164135"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066710236","display_name":"Mithun Mukherjee","orcid":"https://orcid.org/0000-0002-6605-180X","observed_orcids":["https://orcid.org/0000-0002-6605-180X"]},"institutions":[{"id":"https://openalex.org/I4210164135","display_name":"Birla Institute of Technology and Science, Pilani - Dubai Campus","ror":"https://ror.org/05jnbme07","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210164135","https://openalex.org/I74796645"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mithun Mukherjee","raw_affiliation_strings":["Birla Institute of Technology and Science, Pilani, Dubai Campus"],"raw_orcid":"https://orcid.org/0000-0002-6605-180X","affiliations":[{"raw_affiliation_string":"Birla Institute of Technology and Science, Pilani, Dubai Campus","institution_ids":["https://openalex.org/I4210164135"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070580861","display_name":"Raja Muthalagu","orcid":"https://orcid.org/0000-0003-0971-6235","observed_orcids":["https://orcid.org/0000-0003-0971-6235"]},"institutions":[{"id":"https://openalex.org/I4210164135","display_name":"Birla Institute of Technology and Science, Pilani - Dubai Campus","ror":"https://ror.org/05jnbme07","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210164135","https://openalex.org/I74796645"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Raja Muthalagu","raw_affiliation_strings":["Birla Institute of Technology and Science, Pilani, Dubai Campus"],"raw_orcid":"https://orcid.org/0000-0003-0971-6235","affiliations":[{"raw_affiliation_string":"Birla Institute of Technology and Science, Pilani, Dubai Campus","institution_ids":["https://openalex.org/I4210164135"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050729772","display_name":"Constandinos X. Mavromoustakis","orcid":"https://orcid.org/0000-0003-0333-8034","observed_orcids":["https://orcid.org/0000-0003-0333-8034"]},"institutions":[{"id":"https://openalex.org/I17389662","display_name":"University of Nicosia","ror":"https://ror.org/04v18t651","country_code":"CY","type":"education","lineage":["https://openalex.org/I17389662"]}],"countries":["CY"],"is_corresponding":false,"raw_author_name":"Constandinos X. Mavromoustakis","raw_affiliation_strings":["University of Nicosia"],"raw_orcid":"https://orcid.org/0000-0003-0333-8034","affiliations":[{"raw_affiliation_string":"University of Nicosia","institution_ids":["https://openalex.org/I17389662"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100371075","display_name":"Huihui Helen Wang","orcid":"https://orcid.org/0000-0002-4098-5313","observed_orcids":["https://orcid.org/0000-0002-4098-5313"]},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Huihui Wang","raw_affiliation_strings":["Northeastern University"],"raw_orcid":"https://orcid.org/0000-0002-4098-5313","affiliations":[{"raw_affiliation_string":"Northeastern University","institution_ids":["https://openalex.org/I12912129"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2995,"currency":"USD","value_usd":2995},"apc_paid":{"value":2995,"currency":"USD","value_usd":2995},"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":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9984999895095825,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9984999895095825,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.0008999999845400453,"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/T10237","display_name":"Cryptography and Data Security","score":9.999999747378752e-05,"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/federated-unlearning","display_name":"federated unlearning","score":0.9959999918937683},{"id":"https://openalex.org/keywords/semantic-communication","display_name":"semantic communication","score":0.7720000147819519},{"id":"https://openalex.org/keywords/agentic-ai","display_name":"agentic AI","score":0.8809999823570251},{"id":"https://openalex.org/keywords/federated-learning-security","display_name":"federated learning security","score":0.6940000057220459},{"id":"https://openalex.org/keywords/variational-autoencoder","display_name":"variational autoencoder","score":0.9269999861717224},{"id":"https://openalex.org/keywords/6g-networks","display_name":"6G","score":0.8960000276565552},{"id":"https://openalex.org/keywords/threat-model","display_name":"threat model","score":0.6179999709129333},{"id":"https://openalex.org/keywords/privacy-utility-trade-off","display_name":"privacy-utility trade-off","score":0.7419999837875366}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6553000211715698},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3327000141143799},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.33059999346733093},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.3287000060081482},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3059999942779541},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.30550000071525574},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.2892000079154968},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.2630000114440918},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2485000044107437},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.23229999840259552}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mcomstd.2026.3724180","doi":"https://doi.org/10.1109/mcomstd.2026.3724180","is_oa":true,"landing_page_url":"https://doi.org/10.1109/mcomstd.2026.3724180","pdf_url":null,"source":{"id":"https://openalex.org/S4210170334","display_name":"IEEE Communications Standards Magazine","issn_l":"2471-2825","issn":["2471-2825","2471-2833"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Communications Standards Magazine","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1109/mcomstd.2026.3724180","doi":"https://doi.org/10.1109/mcomstd.2026.3724180","is_oa":true,"landing_page_url":"https://doi.org/10.1109/mcomstd.2026.3724180","pdf_url":null,"source":{"id":"https://openalex.org/S4210170334","display_name":"IEEE Communications Standards Magazine","issn_l":"2471-2825","issn":["2471-2825","2471-2833"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-20","russia-white-list-1"],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Communications Standards Magazine","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7125521080","https://openalex.org/W7171858591","https://openalex.org/W7222961938","https://openalex.org/W7171413747","https://openalex.org/W7169535516","https://openalex.org/W7166029276","https://openalex.org/W7167704940","https://openalex.org/W7166529362","https://openalex.org/W7166584200","https://openalex.org/W7167233047"],"abstract_inverted_index":{"The":[0,116],"advent":[1],"of":[2,9,171],"Sixth-Generation":[3],"(6G)":[4],"networks":[5],"and":[6,15,46,67,83,145,160,169],"their":[7],"use":[8],"semantic":[10,72,112,146,174],"communications":[11],"leverage":[12],"federated":[13,71],"learning":[14,68],"representation":[16],"sharing,":[17],"exposing":[18],"systems":[19],"to":[20,63,80,110,139,163],"new":[21,33,55],"attack":[22],"vectors":[23],"that":[24],"bypass":[25],"traditional":[26],"defenses.":[27],"Specifically,":[28],"Federated":[29,86],"Unlearning":[30,87],"(FU)":[31],"creates":[32],"avenues":[34],"for":[35,58,100,177],"attack,":[36],"such":[37],"as":[38],"latent":[39,59],"backdoor":[40,60],"reinforcement":[41,61],"attacks,":[42],"which":[43],"modify":[44],"models":[45],"evade":[47],"removal":[48],"during":[49,114],"unlearning.":[50],"This":[51],"article":[52],"develops":[53],"a":[54,89,106],"threat":[56],"model":[57],"attacks":[62],"exploit":[64],"the":[65,142,165,178],"unlearning":[66,103,122],"gaps":[69],"in":[70],"communication":[73,175],"systems.":[74],"To":[75],"address":[76],"these,":[77],"we":[78],"aim":[79],"introduce":[81],"Agentic":[82,97],"Generative":[84],"AI-enabled":[85,98,118,173],"(AgGenFU),":[88],"dual":[90],"Artificial":[91],"Intelligence":[92],"(AI)":[93],"framework":[94],"with":[95,105],"an":[96],"controller":[99,119],"adaptive,":[101],"privacy-preserving":[102],"decisions":[104,123],"generative":[107,132],"recovery":[108,134],"mechanism":[109],"restore":[111,140],"integrity":[113,147],"FU.":[115],"agentic":[117,172],"autonomously":[120],"manages":[121],"by":[124],"adjusting":[125],"privacy":[126],"risks":[127],"against":[128],"utility":[129],"losses.":[130],"Additionally,":[131,154],"AI":[133],"mechanisms":[135],"utilize":[136],"variational":[137],"autoencoders":[138],"both":[141],"model\u2019s":[143],"performance":[144],"without":[148],"reintroducing":[149],"previously":[150],"learned":[151],"compromised":[152],"patterns.":[153],"this":[155],"research":[156],"offers":[157],"valuable":[158],"recommendations":[159],"architectural":[161],"frameworks":[162,176],"facilitate":[164],"secure":[166],"privacy-compliant":[167],"design":[168],"standardization":[170],"emerging":[179],"6G":[180],"networks.":[181]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-08-28T00:00:00"}
