{"id":"https://openalex.org/W2946397482","doi":"https://doi.org/10.1145/3324921.3328782","title":"Generative Adversarial Radio Spectrum Networks","display_name":"Generative Adversarial Radio Spectrum Networks","publication_year":2019,"publication_date":"2019-05-15","ids":{"openalex":"https://openalex.org/W2946397482","doi":"https://doi.org/10.1145/3324921.3328782","mag":"2946397482"},"language":"en","primary_location":{"id":"doi:10.1145/3324921.3328782","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3324921.3328782","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Workshop on Wireless Security and Machine Learning","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/A5027960047","display_name":"Tamoghna Roy","orcid":"https://orcid.org/0000-0001-7840-6244"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tamoghna Roy","raw_affiliation_strings":["DeepSig, Arlington, Virginia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DeepSig, Arlington, Virginia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105371022","display_name":"Tim O\u2019Shea","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tim O'Shea","raw_affiliation_strings":["DeepSig &amp; VT, Arlington, Virginia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DeepSig &amp; VT, Arlington, Virginia","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022671008","display_name":"Nathan West","orcid":"https://orcid.org/0000-0003-4198-1629"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nathan West","raw_affiliation_strings":["DeepSig, Arlington, Virginia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DeepSig, Arlington, Virginia","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0122,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.82479421,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"12","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9902999997138977,"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":0.9902999997138977,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.989799976348877,"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"}},{"id":"https://openalex.org/T10964","display_name":"Wireless Communication Security Techniques","score":0.9631999731063843,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7920231819152832},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.7248755693435669},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.605209469795227},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5992920994758606},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5627676844596863},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5616762042045593},{"id":"https://openalex.org/keywords/radio-spectrum","display_name":"Radio spectrum","score":0.4974072277545929},{"id":"https://openalex.org/keywords/radio-frequency","display_name":"Radio frequency","score":0.48413166403770447},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4691656529903412},{"id":"https://openalex.org/keywords/spectrum","display_name":"Spectrum (functional analysis)","score":0.4643002152442932},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.44112464785575867},{"id":"https://openalex.org/keywords/cognitive-radio","display_name":"Cognitive radio","score":0.4402826428413391},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42637571692466736},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3210068941116333},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.26960253715515137}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7920231819152832},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7248755693435669},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.605209469795227},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5992920994758606},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5627676844596863},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5616762042045593},{"id":"https://openalex.org/C92545706","wikidata":"https://www.wikidata.org/wiki/Q902174","display_name":"Radio spectrum","level":2,"score":0.4974072277545929},{"id":"https://openalex.org/C74064498","wikidata":"https://www.wikidata.org/wiki/Q3396184","display_name":"Radio frequency","level":2,"score":0.48413166403770447},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4691656529903412},{"id":"https://openalex.org/C156778621","wikidata":"https://www.wikidata.org/wiki/Q1365748","display_name":"Spectrum (functional analysis)","level":2,"score":0.4643002152442932},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.44112464785575867},{"id":"https://openalex.org/C149946192","wikidata":"https://www.wikidata.org/wiki/Q3235733","display_name":"Cognitive radio","level":3,"score":0.4402826428413391},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42637571692466736},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3210068941116333},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.26960253715515137},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3324921.3328782","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3324921.3328782","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Workshop on Wireless Security and Machine Learning","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2099471712","https://openalex.org/W2173520492","https://openalex.org/W2605135824","https://openalex.org/W2739748921","https://openalex.org/W2766527293","https://openalex.org/W2786254735","https://openalex.org/W2790452209","https://openalex.org/W2796400872","https://openalex.org/W2922131014","https://openalex.org/W2962902015","https://openalex.org/W2963079272","https://openalex.org/W2964277700"],"related_works":["https://openalex.org/W2236567279","https://openalex.org/W4365211920","https://openalex.org/W2188389332","https://openalex.org/W4225341666","https://openalex.org/W3046087850","https://openalex.org/W1988869880","https://openalex.org/W185479762","https://openalex.org/W3014948380","https://openalex.org/W3161816731","https://openalex.org/W4380551139"],"abstract_inverted_index":{"Simulating":[0],"and":[1,6,15,40,49,73,83,108,126,139,142],"imitating":[2],"RF":[3],"communications":[4],"signals":[5,69,77],"systems":[7],"is":[8,31],"a":[9,99],"core":[10],"function":[11],"of":[12,68,70,92,114,130,146],"jammers,":[13],"spoofers,":[14],"other":[16],"attacks":[17,39],"in":[18,33,88,118],"wireless":[19],"radio":[20,51],"environments":[21],"which":[22,78,84],"seek":[23],"to":[24,29,47,75,102,120,124,134,140],"confuse":[25],"spectrum":[26,35],"users":[27],"as":[28,95],"what":[30],"occurring":[32],"the":[34,112,128,136,144],"around":[36],"them.":[37],"Replay":[38],"\"DRFMs\"":[41],"have":[42,97],"long":[43],"been":[44],"commonly":[45],"used":[46],"deceive":[48],"probe":[50],"systems,":[52],"however":[53],"generative":[54,62],"models":[55],"introduce":[56],"an":[57,89,132,148],"interesting":[58],"new":[59],"angle":[60],"wherein":[61],"replay":[63],"can":[64],"now":[65],"produce":[66],"examples":[67],"similar":[71],"structure":[72],"properties":[74],"arbitrary":[76],"are":[79],"not":[80],"verbatim":[81],"replays":[82],"may":[85],"be":[86],"varied":[87],"infinite":[90],"number":[91],"ways.":[93],"Further,":[94],"GANs":[96],"demonstrated":[98],"strong":[100],"ability":[101],"learn":[103],"distributions":[104],"from":[105],"complex":[106],"scenes":[107],"datasets,":[109],"we":[110],"consider":[111],"task":[113],"full-band":[115],"spectral":[116],"generation":[117,123],"addition":[119],"single":[121],"signal":[122,153],"validate":[125],"demonstrate":[127],"feasibility":[129],"such":[131,147],"approach,":[133,138],"refine":[135],"algorithmic":[137],"quantify":[141],"illustrate":[143],"capabilities":[145],"approach":[149],"on":[150],"modern":[151],"day":[152],"sets.":[154]},"counts_by_year":[{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2020,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
