{"id":"https://openalex.org/W4408353398","doi":"https://doi.org/10.1109/icassp49660.2025.10890747","title":"FA-GAN: Defense Against Adversarial Attacks in Automatic Modulation Recognition","display_name":"FA-GAN: Defense Against Adversarial Attacks in Automatic Modulation Recognition","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408353398","doi":"https://doi.org/10.1109/icassp49660.2025.10890747"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10890747","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10890747","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5100643291","display_name":"Shilong Zhang","orcid":"https://orcid.org/0000-0001-5492-0898"},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shilong Zhang","raw_affiliation_strings":["Inner Mongolia University,School of Computer Science,Hohhot,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia University,School of Computer Science,Hohhot,China","institution_ids":["https://openalex.org/I2722730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102857374","display_name":"Yu Song","orcid":"https://orcid.org/0000-0002-2759-182X"},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Song","raw_affiliation_strings":["Inner Mongolia University,School of Computer Science,Hohhot,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia University,School of Computer Science,Hohhot,China","institution_ids":["https://openalex.org/I2722730"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100686639","display_name":"Shubin Wang","orcid":"https://orcid.org/0000-0002-5968-6276"},"institutions":[{"id":"https://openalex.org/I2722730","display_name":"Inner Mongolia University","ror":"https://ror.org/0106qb496","country_code":"CN","type":"education","lineage":["https://openalex.org/I2722730"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shubin Wang","raw_affiliation_strings":["Inner Mongolia University,School of Electronic Information Engineering,Hohhot,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Inner Mongolia University,School of Electronic Information Engineering,Hohhot,China","institution_ids":["https://openalex.org/I2722730"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I2722730"],"apc_list":null,"apc_paid":null,"fwci":1.673,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.79078744,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9976999759674072,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9976999759674072,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6158428192138672},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5066226124763489},{"id":"https://openalex.org/keywords/modulation","display_name":"Modulation (music)","score":0.41860663890838623},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.40716052055358887},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.338445782661438},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18562984466552734},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.0807797908782959}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6158428192138672},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5066226124763489},{"id":"https://openalex.org/C123079801","wikidata":"https://www.wikidata.org/wiki/Q750240","display_name":"Modulation (music)","level":2,"score":0.41860663890838623},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.40716052055358887},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.338445782661438},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18562984466552734},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0807797908782959},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10890747","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10890747","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2048654658","https://openalex.org/W2194775991","https://openalex.org/W2272847350","https://openalex.org/W2620038827","https://openalex.org/W2756575923","https://openalex.org/W2888024549","https://openalex.org/W2962872506","https://openalex.org/W2963542245","https://openalex.org/W2963809753","https://openalex.org/W2963857521","https://openalex.org/W2974383094","https://openalex.org/W3167948099","https://openalex.org/W3168175245","https://openalex.org/W4225308684","https://openalex.org/W4372260031","https://openalex.org/W4375869042","https://openalex.org/W4387196937","https://openalex.org/W4391407115","https://openalex.org/W4391547481","https://openalex.org/W4392904656","https://openalex.org/W6640425456","https://openalex.org/W6735204497","https://openalex.org/W6739868092","https://openalex.org/W6783920880"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2502115930","https://openalex.org/W2482350142","https://openalex.org/W4246396837","https://openalex.org/W3126451824","https://openalex.org/W1561927205","https://openalex.org/W3191453585","https://openalex.org/W4297672492"],"abstract_inverted_index":{"Deep":[0],"neural":[1],"networks":[2],"(DNNs)":[3],"offer":[4],"intelligent":[5],"solutions":[6],"for":[7],"communications\u2019":[8],"automatic":[9],"modulation":[10],"recognition":[11],"(AMR)":[12],"tasks.":[13],"However,":[14],"DNNs":[15],"are":[16],"vulnerable":[17],"to":[18,24,41,54],"adversarial":[19,38,44,65,82,109],"attacks,":[20],"which":[21],"can":[22],"lead":[23],"incorrect":[25],"predictions.":[26],"To":[27],"address":[28],"this":[29,32],"critical":[30],"challenge,":[31],"paper":[33],"proposes":[34],"a":[35,50,72],"feature-alignment":[36],"generative":[37],"network":[39],"(FA-GAN)":[40],"defend":[42],"against":[43,108],"attacks":[45],"targeting":[46],"DNNs.":[47],"FA-GAN":[48,100],"employs":[49],"bidirectional":[51],"mapping":[52],"mechanism":[53],"iteratively":[55],"update":[56],"and":[57,64,85],"learn":[58],"the":[59,91,98,105,114],"feature":[60,74],"differences":[61,70],"between":[62],"original":[63,116],"signals.":[66,83],"It":[67],"quantifies":[68],"these":[69],"using":[71],"self-attention":[73],"alignment":[75],"(SAFA)":[76],"encoder,":[77],"eliminating":[78],"abnormal":[79],"perturbations":[80,110],"in":[81],"Black-box":[84],"white-box":[86],"attack-defense":[87],"experiments":[88],"conducted":[89],"on":[90],"publicly":[92],"available":[93],"RML2016.10a":[94],"dataset":[95],"demonstrate":[96],"that":[97],"proposed":[99],"not":[101],"only":[102],"significantly":[103],"enhances":[104],"model\u2019s":[106],"defense":[107],"but":[111],"also":[112],"preserves":[113],"classifier\u2019s":[115],"performance.":[117]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}