{"id":"https://openalex.org/W7135080310","doi":"https://doi.org/10.48550/arxiv.2603.10725","title":"Towards Robust Speech Deepfake Detection via Human-Inspired Reasoning","display_name":"Towards Robust Speech Deepfake Detection via Human-Inspired Reasoning","publication_year":2026,"publication_date":"2026-03-11","ids":{"openalex":"https://openalex.org/W7135080310","doi":"https://doi.org/10.48550/arxiv.2603.10725"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.10725","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.10725","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.10725","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5128865219","display_name":"Artem Dvirniak","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Dvirniak, Artem","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007078734","display_name":"Evgeny Y. Kushnir","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kushnir, Evgeny","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128848212","display_name":"Dmitrii Tarasov","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tarasov, Dmitrii","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128820200","display_name":"Artem Iudin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Iudin, Artem","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128843461","display_name":"Oleg Kiriukhin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kiriukhin, Oleg","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128849015","display_name":"Mikhail Pautov","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pautov, Mikhail","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092990875","display_name":"Dmitrii Korzh","orcid":"https://orcid.org/0009-0000-6614-120X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Korzh, Dmitrii","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5048793164","display_name":"Oleg Y. Rogov","orcid":"https://orcid.org/0000-0001-9672-2427"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rogov, Oleg Y.","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5128865219"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.250900000333786,"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"}},"topics":[{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.250900000333786,"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.19689999520778656,"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":0.1899999976158142,"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/generalization","display_name":"Generalization","score":0.715399980545044},{"id":"https://openalex.org/keywords/adversary","display_name":"Adversary","score":0.589900016784668},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5605000257492065},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.48190000653266907},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.361299991607666},{"id":"https://openalex.org/keywords/authorship-attribution","display_name":"Authorship attribution","score":0.3203999996185303}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7562999725341797},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.715399980545044},{"id":"https://openalex.org/C41065033","wikidata":"https://www.wikidata.org/wiki/Q2825412","display_name":"Adversary","level":2,"score":0.589900016784668},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5605000257492065},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5501999855041504},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.48190000653266907},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.40529999136924744},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.361299991607666},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3400000035762787},{"id":"https://openalex.org/C3020202489","wikidata":"https://www.wikidata.org/wiki/Q2032038","display_name":"Authorship attribution","level":2,"score":0.3203999996185303},{"id":"https://openalex.org/C143299363","wikidata":"https://www.wikidata.org/wiki/Q900584","display_name":"Attribution","level":2,"score":0.3154999911785126},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.2915000021457672},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28780001401901245},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2750999927520752},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.273499995470047},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.265500009059906}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.10725","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.10725","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.10725","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.10725","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.8061754107475281,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0],"modern":[1],"generative":[2],"audio":[3,51,73],"models":[4],"can":[5],"be":[6],"used":[7],"by":[8],"an":[9,12],"adversary":[10],"in":[11],"unlawful":[13],"manner,":[14],"specifically,":[15],"to":[16,20,23,36,49,74,129],"impersonate":[17],"other":[18],"people":[19],"gain":[21],"access":[22],"private":[24],"information.":[25],"To":[26],"mitigate":[27],"this":[28,86],"issue,":[29],"speech":[30],"deepfake":[31],"detection":[32],"(SDD)":[33],"methods":[34,41],"started":[35],"evolve.":[37],"Unfortunately,":[38],"current":[39],"SDD":[40,93],"generally":[42],"suffer":[43],"from":[44,110],"the":[45,68,75,97,106,111,120,123],"lack":[46,59],"of":[47,70,99,122],"generalization":[48],"new":[50],"domains":[52],"and":[53,81,126],"generators.":[54],"More":[55],"than":[56],"that,":[57],"they":[58],"interpretability,":[60],"especially":[61],"human-like":[62],"reasoning":[63,108],"that":[64,95],"would":[65],"naturally":[66],"explain":[67],"attribution":[69],"a":[71,91],"given":[72],"bona":[76],"fide":[77],"or":[78],"spoof":[79],"class":[80],"provide":[82,130],"human-perceptible":[83],"cues.":[84],"In":[85],"paper,":[87],"we":[88],"propose":[89],"HIR-SDD,":[90],"novel":[92,112],"framework":[94],"combines":[96],"strengths":[98],"Large":[100],"Audio":[101],"Language":[102],"Models":[103],"(LALMs)":[104],"with":[105],"chain-of-thought":[107],"derived":[109],"proposed":[113,124],"human-annotated":[114],"dataset.":[115],"Experimental":[116],"evaluation":[117],"demonstrates":[118],"both":[119],"effectiveness":[121],"method":[125],"its":[127],"ability":[128],"reasonable":[131],"justifications":[132],"for":[133],"predictions.":[134]},"counts_by_year":[],"updated_date":"2026-03-13T14:25:03.468858","created_date":"2026-03-13T00:00:00"}
