{"id":"https://openalex.org/W7135078157","doi":"https://doi.org/10.48550/arxiv.2603.10504","title":"Na\u00efve Exposure of Generative AI Capabilities Undermines Deepfake Detection","display_name":"Na\u00efve Exposure of Generative AI Capabilities Undermines Deepfake Detection","publication_year":2026,"publication_date":"2026-03-11","ids":{"openalex":"https://openalex.org/W7135078157","doi":"https://doi.org/10.48550/arxiv.2603.10504"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.10504","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.10504","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":null,"license_id":null,"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.2603.10504","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009893717","display_name":"Sunpill Kim","orcid":"https://orcid.org/0000-0002-7767-4084"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Kim, Sunpill","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027004914","display_name":"Chul-Hee Hwang","orcid":"https://orcid.org/0009-0008-0789-1316"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hwang, Chanwoo","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128854747","display_name":"Minsu Kim","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kim, Minsu","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5045700517","display_name":"Jae Hong Seo","orcid":"https://orcid.org/0000-0003-0547-5702"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Seo, Jae Hong","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5009893717"],"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":0.16179999709129333,"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":0.16179999709129333,"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/T11644","display_name":"Spam and Phishing Detection","score":0.14399999380111694,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11147","display_name":"Misinformation and Its Impacts","score":0.13040000200271606,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.767300009727478},{"id":"https://openalex.org/keywords/adversary","display_name":"Adversary","score":0.48750001192092896},{"id":"https://openalex.org/keywords/identity","display_name":"Identity (music)","score":0.4499000012874603},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4359000027179718},{"id":"https://openalex.org/keywords/chatbot","display_name":"Chatbot","score":0.3492000102996826},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.34450000524520874}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.767300009727478},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7440000176429749},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5565000176429749},{"id":"https://openalex.org/C41065033","wikidata":"https://www.wikidata.org/wiki/Q2825412","display_name":"Adversary","level":2,"score":0.48750001192092896},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.4499000012874603},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4359000027179718},{"id":"https://openalex.org/C2779041454","wikidata":"https://www.wikidata.org/wiki/Q870780","display_name":"Chatbot","level":2,"score":0.3492000102996826},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.34450000524520874},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34279999136924744},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.33629998564720154},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.28299999237060547},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.26829999685287476},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.25769999623298645},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.2554999887943268}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.10504","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.10504","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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.10504","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.10504","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":null,"license_id":null,"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","id":"https://metadata.un.org/sdg/16","score":0.729137122631073}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Generative":[0],"AI":[1,60,79],"systems":[2,80,188],"increasingly":[3],"expose":[4,189],"powerful":[5],"reasoning":[6,192],"and":[7,44,57,85,116,146,170,193],"image":[8,37,72],"refinement":[9,97,194],"capabilities":[10,26,173],"through":[11,89],"user-facing":[12],"chatbot":[13,129],"interfaces.":[14],"In":[15],"this":[16],"work,":[17],"we":[18,40,75,123],"show":[19,76],"that":[20,64,77,125],"the":[21,162,171],"na\u00efve":[22],"exposure":[23],"of":[24,174],"such":[25],"fundamentally":[27],"undermines":[28],"modern":[29],"deepfake":[30,66],"detectors.":[31],"Rather":[32],"than":[33,137],"proposing":[34],"a":[35,42,100,132,158],"new":[36],"manipulation":[38],"technique,":[39],"study":[41],"realistic":[43],"already-deployed":[45],"usage":[46],"scenario":[47],"in":[48,199],"which":[49],"an":[50],"adversary":[51],"uses":[52],"only":[53],"benign,":[54],"policy-compliant":[55],"prompts":[56],"commercial":[58,112,128],"generative":[59,78,176],"systems.":[61],"We":[62],"demonstrate":[63],"state-of-the-art":[65],"detection":[67,168,179],"methods":[68],"fail":[69],"under":[70],"semantic-preserving":[71],"refinement.":[73],"Specifically,":[74],"articulate":[81],"explicit":[82],"authenticity":[83,191],"criteria":[84],"inadvertently":[86],"externalize":[87],"them":[88],"unrestricted":[90,190],"reasoning,":[91],"enabling":[92],"their":[93,141],"direct":[94],"reuse":[95],"as":[96,109,140],"objectives.":[98],"As":[99],"result,":[101],"refined":[102],"images":[103],"simultaneously":[104],"evade":[105],"detection,":[106],"preserve":[107],"identity":[108],"verified":[110],"by":[111,152,166,184],"face":[113],"recognition":[114],"APIs,":[115],"exhibit":[117],"substantially":[118],"higher":[119],"perceptual":[120],"quality.":[121],"Importantly,":[122],"find":[124],"widely":[126],"accessible":[127],"services":[130],"pose":[131],"significantly":[133],"greater":[134],"security":[135],"risk":[136],"open-source":[138],"models,":[139],"superior":[142],"realism,":[143],"semantic":[144],"controllability,":[145],"low-barrier":[147],"interfaces":[148],"enable":[149],"effective":[150],"evasion":[151],"non-expert":[153],"users.":[154],"Our":[155],"findings":[156],"reveal":[157],"structural":[159],"mismatch":[160],"between":[161],"threat":[163],"models":[164],"assumed":[165],"current":[167],"frameworks":[169],"actual":[172],"real-world":[175],"AI.":[177],"While":[178],"baselines":[180],"are":[181],"largely":[182],"shaped":[183],"prior":[185],"benchmarks,":[186],"deployed":[187],"despite":[195],"stringent":[196],"safety":[197],"controls":[198],"other":[200],"domains.":[201]},"counts_by_year":[],"updated_date":"2026-03-13T14:25:03.468858","created_date":"2026-03-13T00:00:00"}
