{"id":"https://openalex.org/W7123601349","doi":"https://doi.org/10.1109/iscc65549.2025.11325947","title":"Multi-Modal Fake News Detection with LLMs and Knowledge-Aligned Attention Networks","display_name":"Multi-Modal Fake News Detection with LLMs and Knowledge-Aligned Attention Networks","publication_year":2025,"publication_date":"2025-07-02","ids":{"openalex":"https://openalex.org/W7123601349","doi":"https://doi.org/10.1109/iscc65549.2025.11325947"},"language":null,"primary_location":{"id":"doi:10.1109/iscc65549.2025.11325947","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc65549.2025.11325947","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"},"type":"conference-paper","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":"https://openalex.org/A5122914137","display_name":"Nan Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Zhao","raw_affiliation_strings":["Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011129013","display_name":"Degang Sun","orcid":"https://orcid.org/0009-0008-8701-0848"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Degang Sun","raw_affiliation_strings":["University of Chinese Academy of Sciences,School of Cyber Security,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences,School of Cyber Security,Beijing,China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122986757","display_name":"Yan Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Wang","raw_affiliation_strings":["Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122958081","display_name":"Xuan Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuan Zhao","raw_affiliation_strings":["Wuhan University,Wuhan,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wuhan University,Wuhan,China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104328511","display_name":"Haitian Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haitian Yang","raw_affiliation_strings":["Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121789161","display_name":"Weiqing Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiqing Huang","raw_affiliation_strings":["Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering,Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"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":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9807999730110168,"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"}},"topics":[{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9807999730110168,"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"}},{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.0017999999690800905,"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/T14347","display_name":"Big Data and Digital Economy","score":0.0017000000225380063,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.6618000268936157},{"id":"https://openalex.org/keywords/fake-news","display_name":"Fake news","score":0.5724999904632568},{"id":"https://openalex.org/keywords/mainstream","display_name":"Mainstream","score":0.5422999858856201},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.46950000524520874},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.45419999957084656},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.4390000104904175},{"id":"https://openalex.org/keywords/news-media","display_name":"News media","score":0.39910000562667847},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.3847000002861023}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.718999981880188},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.6618000268936157},{"id":"https://openalex.org/C2779756789","wikidata":"https://www.wikidata.org/wiki/Q28549308","display_name":"Fake news","level":2,"score":0.5724999904632568},{"id":"https://openalex.org/C2777617010","wikidata":"https://www.wikidata.org/wiki/Q18957","display_name":"Mainstream","level":2,"score":0.5422999858856201},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.46950000524520874},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.45419999957084656},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.4390000104904175},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4104999899864197},{"id":"https://openalex.org/C529147693","wikidata":"https://www.wikidata.org/wiki/Q1193236","display_name":"News media","level":2,"score":0.39910000562667847},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.3847000002861023},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3723999857902527},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3450999855995178},{"id":"https://openalex.org/C2777946921","wikidata":"https://www.wikidata.org/wiki/Q7449044","display_name":"Semantic analysis (machine learning)","level":2,"score":0.3346000015735626},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.30889999866485596},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.2976999878883362},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2962000072002411},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.29350000619888306},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.2921999990940094},{"id":"https://openalex.org/C2781426162","wikidata":"https://www.wikidata.org/wiki/Q2275793","display_name":"Casual","level":2,"score":0.28630000352859497},{"id":"https://openalex.org/C511192102","wikidata":"https://www.wikidata.org/wiki/Q5156948","display_name":"Comprehension","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C2780876879","wikidata":"https://www.wikidata.org/wiki/Q3054749","display_name":"Meaning (existential)","level":2,"score":0.2799000144004822},{"id":"https://openalex.org/C157657479","wikidata":"https://www.wikidata.org/wiki/Q2367247","display_name":"Closed captioning","level":3,"score":0.2522999942302704},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.25220000743865967}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscc65549.2025.11325947","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc65549.2025.11325947","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W2741930413","https://openalex.org/W2745461083","https://openalex.org/W2766462585","https://openalex.org/W2773666902","https://openalex.org/W2912078280","https://openalex.org/W2962795929","https://openalex.org/W2994071599","https://openalex.org/W3003961771","https://openalex.org/W3031781733","https://openalex.org/W3035565303","https://openalex.org/W3037666784","https://openalex.org/W3153567752","https://openalex.org/W3156558703","https://openalex.org/W3164693331","https://openalex.org/W3176713826","https://openalex.org/W3185106195","https://openalex.org/W3208532203","https://openalex.org/W4224324956","https://openalex.org/W4293261942","https://openalex.org/W4308262966","https://openalex.org/W4315777954","https://openalex.org/W4323928803","https://openalex.org/W4362619048","https://openalex.org/W4387224341","https://openalex.org/W4387336358","https://openalex.org/W4393147144","https://openalex.org/W4393153284","https://openalex.org/W4393160654","https://openalex.org/W4403577882"],"related_works":[],"abstract_inverted_index":{"With":[0],"the":[1,5,17,49,56,63,73,77,107,129,145,156],"booming":[2],"rise":[3],"of":[4,20,51,76,79,112],"Internet":[6],"and":[7,30,53,65,99,149,158],"social":[8],"media,":[9],"semantically":[10],"rich":[11],"multimodal":[12],"data":[13],"has":[14,32],"gradually":[15],"become":[16],"mainstream":[18],"carrier":[19],"news":[21,27,57,92,177],"dissemination.":[22],"Among":[23],"them,":[24],"multi-modal":[25,80,90],"fake":[26,91,176],"with":[28,95],"illustrations":[29],"text":[31,54,119,150],"attracted":[33],"widespread":[34],"attention":[35],"due":[36],"to":[37,48,60,116],"its":[38],"greater":[39],"deceptiveness.":[40],"However,":[41],"existing":[42],"research":[43],"methods":[44],"are":[45],"mainly":[46],"limited":[47],"analysis":[50],"images":[52],"within":[55],"itself,":[58],"failing":[59],"fully":[61],"consider":[62],"consistency":[64,157],"discrepancy":[66],"characteristics":[67],"between":[68,144,161],"different":[69,162],"modalities,":[70],"which":[71],"hinders":[72],"full":[74],"exploitation":[75],"advantages":[78],"fusion.":[81],"To":[82],"address":[83],"this":[84,86,168],"issue,":[85],"study":[87],"proposes":[88],"a":[89,125,135],"detection":[93,178],"method":[94,104],"large":[96,113],"language":[97,114],"models(LLMs)":[98],"Knowledge-Aligned":[100,136],"Attention":[101,137],"Networks(MFDnet).":[102],"This":[103],"first":[105],"leverages":[106],"powerful":[108],"semantic":[109,142],"understanding":[110],"capabilities":[111],"models":[115],"generate":[117],"detailed":[118],"descriptions":[120],"for":[121,128],"images,":[122],"serving":[123],"as":[124],"knowledge":[126],"supplement":[127],"image":[130,147],"model.":[131],"Subsequently,":[132],"by":[133],"constructing":[134],"Networks,":[138],"it":[139],"achieves":[140],"efficient":[141],"fusion":[143],"knowledge-supplemented":[146],"model":[148,169],"modal":[151],"information,":[152],"thereby":[153],"effectively":[154],"extracting":[155],"complementary":[159],"features":[160],"modalities.":[163],"Experimental":[164],"results":[165],"demonstrate":[166],"that":[167],"exhibits":[170],"excellent":[171],"performance":[172],"on":[173],"multiple":[174],"public":[175],"datasets.":[179]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2026-01-14T00:00:00"}
