{"id":"https://openalex.org/W4414359759","doi":"https://doi.org/10.24963/ijcai.2025/891","title":"Multimodal Fake News Detection: MFND Dataset and Shallow-Deep Multitask Learning","display_name":"Multimodal Fake News Detection: MFND Dataset and Shallow-Deep Multitask Learning","publication_year":2025,"publication_date":"2025-09-01","ids":{"openalex":"https://openalex.org/W4414359759","doi":"https://doi.org/10.24963/ijcai.2025/891"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2025/891","is_oa":false,"landing_page_url":"https://doi.org/10.24963/ijcai.2025/891","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence","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/A5000196668","display_name":"Ye Zhu","orcid":"https://orcid.org/0000-0002-6004-9303"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ye Zhu","raw_affiliation_strings":["School of Artificial Intelligence, Hebei University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Hebei University of Technology","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045375278","display_name":"Yunan Wang","orcid":"https://orcid.org/0000-0002-9812-7709"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunan Wang","raw_affiliation_strings":["School of Artificial Intelligence, Hebei University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Hebei University of Technology","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103099781","display_name":"Zitong Yu","orcid":"https://orcid.org/0000-0003-0422-6616"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I2799285752","display_name":"Bay Institute","ror":"https://ror.org/02bgarq81","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I2799285752"]},{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]},{"id":"https://openalex.org/I4396570619","display_name":"Great Bay University","ror":"https://ror.org/01hdgge16","country_code":null,"type":"education","lineage":["https://openalex.org/I4396570619"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Zitong Yu","raw_affiliation_strings":["Dongguan Key Laboratory for Intelligence and Information Technology","Guangdong Provincial Key Laboratory of Intelligent Information Processing & Shenzhen Key Laboratory of Media Security, Shenzhen University","School of Computing and Information Technology, Great Bay University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dongguan Key Laboratory for Intelligence and Information Technology","institution_ids":["https://openalex.org/I2799850029"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Intelligent Information Processing & Shenzhen Key Laboratory of Media Security, Shenzhen University","institution_ids":["https://openalex.org/I180726961"]},{"raw_affiliation_string":"School of Computing and Information Technology, Great Bay University","institution_ids":["https://openalex.org/I2799285752","https://openalex.org/I4396570619"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"8012","last_page":"8020"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9965000152587891,"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":0.9965000152587891,"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":0.9480000138282776,"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/semantics","display_name":"Semantics (computer science)","score":0.613099992275238},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5069000124931335},{"id":"https://openalex.org/keywords/fake-news","display_name":"Fake news","score":0.5001000165939331},{"id":"https://openalex.org/keywords/conditional-random-field","display_name":"Conditional random field","score":0.49459999799728394},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.4900999963283539},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.4578999876976013},{"id":"https://openalex.org/keywords/mutual-information","display_name":"Mutual information","score":0.4415000081062317},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4284999966621399},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.39750000834465027}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7473999857902527},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.613099992275238},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5989999771118164},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5069000124931335},{"id":"https://openalex.org/C2779756789","wikidata":"https://www.wikidata.org/wiki/Q28549308","display_name":"Fake news","level":2,"score":0.5001000165939331},{"id":"https://openalex.org/C152565575","wikidata":"https://www.wikidata.org/wiki/Q1124538","display_name":"Conditional random field","level":2,"score":0.49459999799728394},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.4900999963283539},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.4578999876976013},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.4415000081062317},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4284999966621399},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.42260000109672546},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.39750000834465027},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3874000012874603},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.3643999993801117},{"id":"https://openalex.org/C2780660688","wikidata":"https://www.wikidata.org/wiki/Q25052564","display_name":"Multimodal learning","level":2,"score":0.3431999981403351},{"id":"https://openalex.org/C2775953691","wikidata":"https://www.wikidata.org/wiki/Q5013874","display_name":"CRFS","level":3,"score":0.3102000057697296},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.3077999949455261},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.30309998989105225},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.29280000925064087},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.28529998660087585},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.2651999890804291},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.2624000012874603},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.26089999079704285},{"id":"https://openalex.org/C2776854237","wikidata":"https://www.wikidata.org/wiki/Q6031064","display_name":"Information sharing","level":2,"score":0.2590999901294708},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.2581000030040741},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.25540000200271606},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.25459998846054077}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24963/ijcai.2025/891","is_oa":false,"landing_page_url":"https://doi.org/10.24963/ijcai.2025/891","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence","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":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Multimodal":[0,28],"news":[1],"contains":[2],"a":[3,26,50,111],"wealth":[4],"of":[5,72,148],"information":[6],"and":[7,20,41,63,91,95,118,134,141,152],"is":[8],"easily":[9],"affected":[10],"by":[11],"deepfake":[12],"modeling":[13],"attacks.":[14],"To":[15],"combat":[16],"the":[17,69,79,116,146,149],"latest":[18],"image":[19,90,117],"text":[21,92,119],"generation":[22],"methods,":[23],"we":[24,48,77,109],"present":[25],"new":[27],"Fake":[29],"News":[30],"Detection":[31],"dataset":[32,153],"(MFND)":[33],"containing":[34],"11":[35],"manipulated":[36],"types,":[37],"designed":[38],"to":[39,67,101,114],"detect":[40],"localize":[42],"highly":[43],"authentic":[44],"fake":[45,57],"news.":[46,73],"Furthermore,":[47],"propose":[49,78],"Shallow-Deep":[51],"Multitask":[52],"Learning":[53],"(SDML)":[54],"model":[55],"for":[56,86,128],"news,":[58],"which":[59],"fully":[60],"uses":[61],"unimodal":[62,120],"mutual":[64,103,125],"modal":[65,104],"features":[66],"mine":[68],"intrinsic":[70],"semantics":[71],"Under":[74,106],"shallow":[75],"inference,":[76,108],"momentum":[80],"distillation-based":[81],"light":[82],"punishment":[83],"contrastive":[84],"learning":[85],"fine-grained":[87],"uniform":[88],"spatial":[89],"semantic":[93],"alignment,":[94],"an":[96],"adaptive":[97],"cross-modal":[98],"fusion":[99],"module":[100],"enhance":[102],"features.":[105],"deep":[107],"design":[110],"two-branch":[112],"framework":[113],"augment":[115],"features,":[121,127],"respectively":[122],"merging":[123],"with":[124],"modalities":[126],"four":[129],"predictions":[130],"via":[131],"dedicated":[132],"detection":[133],"localization":[135],"projections.":[136],"Experiments":[137],"on":[138],"both":[139],"mainstream":[140],"our":[142],"proposed":[143],"datasets":[144],"demonstrate":[145],"superiority":[147],"model.":[150],"Codes":[151],"are":[154],"released":[155],"at":[156],"https://github.com/yunan-wang33/sdml.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}