{"id":"https://openalex.org/W4402112008","doi":"https://doi.org/10.21437/interspeech.2024-698","title":"RawBMamba: End-to-End Bidirectional State Space Model for Audio Deepfake Detection","display_name":"RawBMamba: End-to-End Bidirectional State Space Model for Audio Deepfake Detection","publication_year":2024,"publication_date":"2024-09-01","ids":{"openalex":"https://openalex.org/W4402112008","doi":"https://doi.org/10.21437/interspeech.2024-698"},"language":"en","primary_location":{"id":"doi:10.21437/interspeech.2024-698","is_oa":true,"landing_page_url":"https://doi.org/10.21437/interspeech.2024-698","pdf_url":"https://www.isca-archive.org/interspeech_2024/chen24k_interspeech.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interspeech 2024","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.isca-archive.org/interspeech_2024/chen24k_interspeech.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101627470","display_name":"Yujie Chen","orcid":"https://orcid.org/0000-0002-0482-2496"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yujie Chen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078525423","display_name":"Jiangyan Yi","orcid":"https://orcid.org/0000-0003-2422-4618"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiangyan Yi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102132405","display_name":"Jun Xue","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jun Xue","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100367814","display_name":"Chenglong Wang","orcid":"https://orcid.org/0000-0002-6840-9529"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chenglong Wang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062206351","display_name":"Xiaohui Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiaohui Zhang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113361553","display_name":"Shunbo Dong","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shunbo Dong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111226573","display_name":"Siding Zeng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Siding Zeng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100744502","display_name":"Jianhua Tao","orcid":"https://orcid.org/0000-0002-0477-587X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jianhua Tao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101270051","display_name":"Zhao Lv","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhao Lv","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5037493212","display_name":"Cunhang Fan","orcid":"https://orcid.org/0000-0001-6318-8803"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cunhang Fan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2720","last_page":"2724"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9750999808311462,"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"}},"topics":[{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9750999808311462,"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":0.9718000292778015,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9595000147819519,"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/computer-science","display_name":"Computer science","score":0.7215274572372437},{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.7202049493789673},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.46576428413391113},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2560386061668396},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.16395172476768494}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7215274572372437},{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.7202049493789673},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.46576428413391113},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2560386061668396},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.16395172476768494}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21437/interspeech.2024-698","is_oa":true,"landing_page_url":"https://doi.org/10.21437/interspeech.2024-698","pdf_url":"https://www.isca-archive.org/interspeech_2024/chen24k_interspeech.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interspeech 2024","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.21437/interspeech.2024-698","is_oa":true,"landing_page_url":"https://doi.org/10.21437/interspeech.2024-698","pdf_url":"https://www.isca-archive.org/interspeech_2024/chen24k_interspeech.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Interspeech 2024","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1202467192","display_name":null,"funder_award_id":"U21B2010","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1996838623","display_name":null,"funder_award_id":"62201002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G533509358","display_name":null,"funder_award_id":"62306316","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7003438179","display_name":null,"funder_award_id":"62322120","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7270707897","display_name":null,"funder_award_id":"62206278","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8351059599","display_name":null,"funder_award_id":"No. 62201002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402112008.pdf","grobid_xml":"https://content.openalex.org/works/W4402112008.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W3179968364","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W1999612375","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Fake":[0],"artefacts":[1],"for":[2,47],"discriminating":[3],"between":[4,25],"bonafide":[5,26],"and":[6,18,27,55,63,75,94,115],"fake":[7,28],"audio":[8,48,91],"can":[9,22],"exist":[10],"in":[11],"both":[12,42],"short-and":[13,43],"long-range":[14,44,78,97],"segments.Therefore,":[15],"combining":[16,95],"local":[17],"global":[19],"feature":[20,79],"information":[21,46],"effectively":[23],"discriminate":[24],"audio.This":[29],"paper":[30],"proposes":[31],"an":[32],"end-to-end":[33],"bidirectional":[34,67,84],"state":[35],"space":[36],"model,":[37],"named":[38],"RawBMamba,":[39],"to":[40,59,69,87],"capture":[41,60,77],"discriminative":[45],"deepfake":[49],"detection.Specifically,":[50],"we":[51,81],"use":[52],"sinc":[53],"Layer":[54],"multiple":[56],"convolutional":[57],"layers":[58],"short-range":[61],"features,":[62],"then":[64],"design":[65],"a":[66,83,106],"Mamba":[68],"address":[70],"Mamba's":[71],"unidirectional":[72],"modelling":[73],"problem":[74],"further":[76],"information.Moreover,":[80],"develop":[82],"fusion":[85],"module":[86],"integrate":[88],"embeddings,":[89],"enhancing":[90],"context":[92],"representation":[93],"shortand":[96],"information.The":[98],"results":[99],"show":[100],"that":[101],"our":[102],"proposed":[103],"RawBMamba":[104],"achieves":[105],"34.1%":[107],"improvement":[108],"over":[109],"Rawformer":[110],"on":[111,119,125],"ATSVspoof2021":[112],"LA":[113],"dataset,":[114],"demonstrates":[116],"competitive":[117],"performance":[118],"other":[120],"datasets.Codes":[121],"will":[122],"be":[123],"released":[124],"https://github.com/cyjie429/RawBMamba.":[126]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}