{"id":"https://openalex.org/W4409346863","doi":"https://doi.org/10.1609/aaai.v39i1.32094","title":"Multi-View Collaborative Learning Network for Speech Deepfake Detection","display_name":"Multi-View Collaborative Learning Network for Speech Deepfake Detection","publication_year":2025,"publication_date":"2025-04-11","ids":{"openalex":"https://openalex.org/W4409346863","doi":"https://doi.org/10.1609/aaai.v39i1.32094"},"language":"en","primary_location":{"id":"doi:10.1609/aaai.v39i1.32094","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v39i1.32094","pdf_url":"https://ojs.aaai.org/index.php/AAAI/article/download/32094/34249","source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ojs.aaai.org/index.php/AAAI/article/download/32094/34249","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5081311496","display_name":"Kuiyuan Zhang","orcid":"https://orcid.org/0000-0001-6320-9096"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kuiyuan Zhang","raw_affiliation_strings":["Harbin Institute of Technology, Shenzhen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Shenzhen","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007080915","display_name":"Zhongyun Hua","orcid":"https://orcid.org/0000-0002-3529-0541"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyun Hua","raw_affiliation_strings":["Harbin Institute of Technology, Shenzhen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Shenzhen","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045514825","display_name":"Rushi Lan","orcid":"https://orcid.org/0000-0002-9488-8236"},"institutions":[{"id":"https://openalex.org/I5343935","display_name":"Guilin University of Electronic Technology","ror":"https://ror.org/05arjae42","country_code":"CN","type":"education","lineage":["https://openalex.org/I5343935"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rushi Lan","raw_affiliation_strings":["Guilin University of Electronic Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guilin University of Electronic Technology","institution_ids":["https://openalex.org/I5343935"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108575435","display_name":"Yifang Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095624","display_name":"Alibaba Group (United States)","ror":"https://ror.org/00rn0m335","country_code":"US","type":"company","lineage":["https://openalex.org/I4210095624","https://openalex.org/I45928872"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yifang Guo","raw_affiliation_strings":["Alibaba Group"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Alibaba Group","institution_ids":["https://openalex.org/I4210095624"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085698418","display_name":"Yushu Zhang","orcid":"https://orcid.org/0000-0001-8183-8435"},"institutions":[{"id":"https://openalex.org/I59649739","display_name":"Jiangxi University of Finance and Economics","ror":"https://ror.org/03efmyj29","country_code":"CN","type":"education","lineage":["https://openalex.org/I59649739"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yushu Zhang","raw_affiliation_strings":["Jiangxi University of Finance and Economics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Jiangxi University of Finance and Economics","institution_ids":["https://openalex.org/I59649739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102002679","display_name":"Guoai Xu","orcid":"https://orcid.org/0000-0002-9582-0698"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoai Xu","raw_affiliation_strings":["Harbin Institute of Technology, Shenzhen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology, Shenzhen","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.0207,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.96860247,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"39","issue":"1","first_page":"1075","last_page":"1083"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.8932999968528748,"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.8932999968528748,"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/T10860","display_name":"Speech and Audio Processing","score":0.8359000086784363,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6032294631004333},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3894020915031433},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32797449827194214}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6032294631004333},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3894020915031433},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32797449827194214}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1609/aaai.v39i1.32094","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v39i1.32094","pdf_url":"https://ojs.aaai.org/index.php/AAAI/article/download/32094/34249","source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1609/aaai.v39i1.32094","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaai.v39i1.32094","pdf_url":"https://ojs.aaai.org/index.php/AAAI/article/download/32094/34249","source":{"id":"https://openalex.org/S4210191458","display_name":"Proceedings of the AAAI Conference on Artificial Intelligence","issn_l":"2159-5399","issn":["2159-5399","2374-3468"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320058","host_organization_name":"Association for the Advancement of Artificial Intelligence","host_organization_lineage":["https://openalex.org/P4310320058"],"host_organization_lineage_names":["Association for the Advancement of Artificial Intelligence"],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Conference on Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5275784742","display_name":null,"funder_award_id":"2022YFB3104400","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7366406415","display_name":null,"funder_award_id":"2024A1515012299","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G8244995127","display_name":"\u9ad8\u7ef4\u9c81\u68d2\u6df7\u6c8c\u673a\u7406\u7814\u7a76\u53ca\u5176\u5728\u751f\u6210\u5f0f\u5bf9\u6297\u7f51\u7edc\u4e2d\u7684\u5e94\u7528","funder_award_id":"62071142","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"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409346863.pdf","grobid_xml":"https://content.openalex.org/works/W4409346863.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"As":[0],"deep":[1],"learning":[2,87,116,138,163],"techniques":[3],"advance":[4],"rapidly,":[5],"deepfake":[6,40,91,199],"speech":[7,39,90,97,200],"synthesized":[8],"through":[9],"text-to-speech":[10],"or":[11,56,132],"voice":[12],"conversion":[13],"networks":[14],"is":[15,180],"becoming":[16],"increasingly":[17],"realistic,":[18],"posing":[19],"significant":[20],"challenges":[21],"for":[22,89,115,157],"detection":[23,44,72,179,201,214,219],"and":[24,103,135,142,170,189,203],"raising":[25],"potential":[26],"threats":[27],"to":[28,139,153],"social":[29],"security.":[30],"This":[31],"growing":[32],"realism":[33],"has":[34],"prompted":[35],"extensive":[36,194],"research":[37],"in":[38],"detection.":[41],"However,":[42],"current":[43,217],"methods":[45],"primarily":[46],"focus":[47],"on":[48,183,196],"extracting":[49],"features":[50,167],"from":[51,99,128],"either":[52],"the":[53,57,61,71,129,133,161,184,187,204],"raw":[54,101,130],"waveform":[55,131,188],"spectrogram,":[58],"often":[59],"overlooking":[60],"valuable":[62],"correspondences":[63],"between":[64,168],"these":[65],"two":[66,123],"modalities":[67],"that":[68,125,208],"could":[69],"enhance":[70,140],"of":[73,77,122,186],"previously":[74],"unseen":[75],"types":[76],"deepfakes.":[78],"In":[79,160],"this":[80],"work,":[81],"we":[82,106,146],"propose":[83],"a":[84,109,148],"multi-view":[85,155],"collaborative":[86,158],"network":[88],"detection,":[92],"which":[93],"jointly":[94],"learns":[95],"robust":[96],"representations":[98,127],"both":[100],"waveforms":[102],"spectrograms.":[104],"Specifically,":[105],"first":[107],"design":[108],"Dual-Branch":[110],"Contrastive":[111],"Learning":[112],"(DBCL)":[113],"framework":[114],"different":[117],"view":[118],"features.":[119,191],"DBCL":[120],"consists":[121],"branches":[124],"learn":[126],"spectrogram":[134,190],"utilizes":[136],"contrastive":[137],"inter-":[141],"inner-view":[143],"correlations.":[144],"Additionally,":[145],"introduce":[147],"Waveform-Spectrogram":[149],"Fusion":[150],"Module":[151],"(WSFM)":[152],"exchange":[154],"information":[156],"learning.":[159],"feature":[162],"process,":[164],"WSFM":[165],"converts":[166],"views":[169],"merges":[171],"them":[172],"adaptively":[173],"using":[174],"waveform-spectrogram":[175],"cross-attention.":[176],"The":[177],"final":[178],"conducted":[181],"based":[182],"concatenation":[185],"We":[192],"conduct":[193],"experiments":[195],"four":[197],"benchmark":[198],"datasets,":[202],"experimental":[205],"results":[206],"demonstrate":[207],"our":[209],"method":[210],"can":[211],"achieve":[212],"better":[213],"performance":[215],"than":[216],"state-of-the-art":[218],"methods.":[220]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}