{"id":"https://openalex.org/W4412107083","doi":"https://doi.org/10.1109/tcss.2025.3577753","title":"Context-Aware Deepfake Detection for Securing AI-Driven Financial Transactions","display_name":"Context-Aware Deepfake Detection for Securing AI-Driven Financial Transactions","publication_year":2025,"publication_date":"2025-07-08","ids":{"openalex":"https://openalex.org/W4412107083","doi":"https://doi.org/10.1109/tcss.2025.3577753"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2025.3577753","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2025.3577753","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-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":null,"display_name":"Changcun Liu","orcid":"https://orcid.org/0009-0005-9544-8303"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Changcun Liu","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China"],"raw_orcid":"https://orcid.org/0009-0005-9544-8303","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110806129","display_name":"Guisheng Zhang","orcid":"https://orcid.org/0009-0000-4635-9850"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guisheng Zhang","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China"],"raw_orcid":"https://orcid.org/0009-0000-4635-9850","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104326443","display_name":"Siyou Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyou Guo","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China"],"raw_orcid":"https://orcid.org/0009-0003-8373-9969","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041574741","display_name":"Qilei Li","orcid":"https://orcid.org/0000-0002-9675-9016"},"institutions":[{"id":"https://openalex.org/I166337079","display_name":"Queen Mary University of London","ror":"https://ror.org/026zzn846","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I166337079"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Qilei Li","raw_affiliation_strings":["School of Electronic Engineering and Computer Science, Queen Mary University of London, London, U.K"],"raw_orcid":"https://orcid.org/0000-0002-9675-9016","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering and Computer Science, Queen Mary University of London, London, U.K","institution_ids":["https://openalex.org/I166337079"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049449184","display_name":"Gwanggil Jeon","orcid":"https://orcid.org/0000-0002-0651-4278"},"institutions":[{"id":"https://openalex.org/I146429904","display_name":"Incheon National University","ror":"https://ror.org/02xf7p935","country_code":"KR","type":"education","lineage":["https://openalex.org/I146429904"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Gwanggil Jeon","raw_affiliation_strings":["Department of Embedded Systems Engineering, Incheon National University, Incheon, South Korea"],"raw_orcid":"https://orcid.org/0000-0002-0651-4278","affiliations":[{"raw_affiliation_string":"Department of Embedded Systems Engineering, Incheon National University, Incheon, South Korea","institution_ids":["https://openalex.org/I146429904"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026551711","display_name":"Mingliang Gao","orcid":"https://orcid.org/0000-0001-7273-7499"},"institutions":[{"id":"https://openalex.org/I119203015","display_name":"Shandong University of Technology","ror":"https://ror.org/02mr3ar13","country_code":"CN","type":"education","lineage":["https://openalex.org/I119203015"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingliang Gao","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China"],"raw_orcid":"https://orcid.org/0000-0001-7273-7499","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Shandong University of Technology, Zibo, China","institution_ids":["https://openalex.org/I119203015"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I119203015"],"apc_list":null,"apc_paid":null,"fwci":2.9051,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.91467337,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"12","issue":"6","first_page":"5342","last_page":"5349"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9721999764442444,"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"}},"topics":[{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9721999764442444,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9315000176429749,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.668462336063385},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5567615628242493},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.48855099081993103},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.34307730197906494},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3428559899330139},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3423864245414734},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.30378708243370056}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.668462336063385},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5567615628242493},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.48855099081993103},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34307730197906494},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3428559899330139},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3423864245414734},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.30378708243370056},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2025.3577753","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2025.3577753","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W2603777577","https://openalex.org/W2891145043","https://openalex.org/W2963720850","https://openalex.org/W2982058372","https://openalex.org/W3034196597","https://openalex.org/W3034301684","https://openalex.org/W3034577585","https://openalex.org/W3034713808","https://openalex.org/W3035063907","https://openalex.org/W3080632971","https://openalex.org/W3094728142","https://openalex.org/W3174656926","https://openalex.org/W3176241004","https://openalex.org/W4292793883","https://openalex.org/W4292828490","https://openalex.org/W4293843080","https://openalex.org/W4313127140","https://openalex.org/W4313639609","https://openalex.org/W4322096643","https://openalex.org/W4322576470","https://openalex.org/W4386076635","https://openalex.org/W4386985906","https://openalex.org/W4389104848","https://openalex.org/W4390872011","https://openalex.org/W4392948149","https://openalex.org/W4393099525","https://openalex.org/W4393146707","https://openalex.org/W4399602142","https://openalex.org/W4399849984","https://openalex.org/W4400009107","https://openalex.org/W4401073225","https://openalex.org/W4403278195","https://openalex.org/W4404132785","https://openalex.org/W4404143292","https://openalex.org/W4404819916","https://openalex.org/W4410775193","https://openalex.org/W4416386070"],"related_works":["https://openalex.org/W3188962172","https://openalex.org/W2772917594","https://openalex.org/W4312825515","https://openalex.org/W4306742369","https://openalex.org/W4303457083","https://openalex.org/W2131146434","https://openalex.org/W2951359407","https://openalex.org/W4376623224","https://openalex.org/W4387849428","https://openalex.org/W2965396565"],"abstract_inverted_index":{"The":[0,129],"rapid":[1],"advancement":[2],"of":[3,11,17,37,98,123,154],"deepfake":[4,22,70],"technology":[5],"has":[6,24],"threatened":[7],"the":[8,15,34,54,64,82,96,119,134,150],"community\u2019s":[9],"sense":[10],"security,":[12],"particularly":[13],"in":[14],"context":[16,74],"face-based":[18],"payment":[19],"systems.":[20],"Thus,":[21],"detection":[23,39],"emerged":[25],"as":[26,43],"a":[27,73,102],"critical":[28],"issue":[29],"demanding":[30],"immediate":[31],"attention.":[32],"However,":[33],"generalization":[35,139],"performance":[36],"existing":[38],"models":[40],"is":[41,78,108],"limited":[42],"they":[44],"are":[45],"overly":[46],"reliant":[47],"on":[48,86],"specific":[49],"forged":[50,56,88],"features":[51],"while":[52],"ignoring":[53],"common":[55],"features.":[57],"To":[58],"address":[59],"this":[60],"problem,":[61],"we":[62],"introduce":[63],"context-aware":[65],"decoupling":[66,105],"network":[67,83],"(CADNet)":[68],"for":[69,156,161],"detection.":[71],"Specifically,":[72],"self-calibration":[75],"(CSC)":[76],"module":[77,107],"constructed":[79],"to":[80,84,94,110],"guide":[81],"focus":[85],"local":[87,127],"regions.":[89],"It":[90,117,145],"enlarges":[91],"possible":[92],"regions":[93],"increase":[95],"likelihood":[97],"forgery":[99],"cues.":[100],"Meanwhile,":[101],"frequency":[103,115],"domain":[104],"(FDD)":[106],"introduced":[109],"extract":[111],"and":[112,126,159],"fuse":[113],"different":[114],"components.":[116],"realizes":[118],"collaborative":[120],"representation":[121],"optimization":[122],"global":[124],"semantics":[125],"details.":[128],"experimental":[130],"results":[131],"prove":[132],"that":[133],"proposed":[135],"model":[136],"exhibits":[137],"strong":[138],"capability":[140],"across":[141],"multiple":[142],"standard":[143],"datasets.":[144],"achieves":[146],"average":[147],"area":[148],"under":[149],"curve":[151],"(AUC)":[152],"values":[153],"98.64%":[155],"in-domain":[157],"evaluation":[158],"75.52%":[160],"cross-dataset":[162],"generalization.":[163]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-03T23:09:05.601824","created_date":"2025-10-10T00:00:00"}
