{"id":"https://openalex.org/W7163399039","doi":"https://doi.org/10.1016/j.array.2026.100924","title":"MAFIA-Net: Multimodal Arabic fake-news identification via hybrid attention networks","display_name":"MAFIA-Net: Multimodal Arabic fake-news identification via hybrid attention networks","publication_year":2026,"publication_date":"2026-06-03","ids":{"openalex":"https://openalex.org/W7163399039","doi":"https://doi.org/10.1016/j.array.2026.100924"},"language":"en","primary_location":{"id":"doi:10.1016/j.array.2026.100924","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.array.2026.100924","pdf_url":null,"source":{"id":"https://openalex.org/S4210194039","display_name":"Array","issn_l":"2590-0056","issn":["2590-0056"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Array","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.array.2026.100924","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078508406","display_name":"Khaoula Tabet","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095290","display_name":"Universit\u00e9 Larbi T\u00e9bessi","ror":"https://ror.org/00tnac320","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210095290"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Khaoula Tabet","raw_affiliation_strings":["Laboratory of Vision and Artificial Intelligence (LAVIA), Echahid Cheikh Larbi Tebessi University, Tebessa, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Vision and Artificial Intelligence (LAVIA), Echahid Cheikh Larbi Tebessi University, Tebessa, Algeria","institution_ids":["https://openalex.org/I4210095290"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071976636","display_name":"Kheir Eddine Daouadi","orcid":"https://orcid.org/0000-0003-2348-7192"},"institutions":[{"id":"https://openalex.org/I4210095290","display_name":"Universit\u00e9 Larbi T\u00e9bessi","ror":"https://ror.org/00tnac320","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210095290"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Kheir Eddine Daouadi","raw_affiliation_strings":["Laboratory of Vision and Artificial Intelligence (LAVIA), Echahid Cheikh Larbi Tebessi University, Tebessa, Algeria"],"raw_orcid":"https://orcid.org/0000-0003-2348-7192","affiliations":[{"raw_affiliation_string":"Laboratory of Vision and Artificial Intelligence (LAVIA), Echahid Cheikh Larbi Tebessi University, Tebessa, Algeria","institution_ids":["https://openalex.org/I4210095290"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018360551","display_name":"Akram Bennour","orcid":"https://orcid.org/0000-0002-3185-8806"},"institutions":[{"id":"https://openalex.org/I4210095290","display_name":"Universit\u00e9 Larbi T\u00e9bessi","ror":"https://ror.org/00tnac320","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210095290"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Akram Bennour","raw_affiliation_strings":["Laboratory of Mathematics, Informatics and Systems (LAMIS), Echahid Cheikh Larbi Tebessi University, Tebessa, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Mathematics, Informatics and Systems (LAMIS), Echahid Cheikh Larbi Tebessi University, Tebessa, Algeria","institution_ids":["https://openalex.org/I4210095290"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072707025","display_name":"Assia Brek","orcid":"https://orcid.org/0000-0002-6181-576X"},"institutions":[{"id":"https://openalex.org/I4210095290","display_name":"Universit\u00e9 Larbi T\u00e9bessi","ror":"https://ror.org/00tnac320","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210095290"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Assia Brek","raw_affiliation_strings":["Laboratory of Vision and Artificial Intelligence (LAVIA), Echahid Cheikh Larbi Tebessi University, Tebessa, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Vision and Artificial Intelligence (LAVIA), Echahid Cheikh Larbi Tebessi University, Tebessa, Algeria","institution_ids":["https://openalex.org/I4210095290"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5137788013","display_name":"Abdelmalik Taleb-Ahmed","orcid":null},"institutions":[{"id":"https://openalex.org/I4210123471","display_name":"Institut d'\u00e9lectronique de micro\u00e9lectronique et de nanotechnologie","ror":"https://ror.org/02q4res37","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I137614889","https://openalex.org/I2279609970","https://openalex.org/I3132279224","https://openalex.org/I4210095849","https://openalex.org/I4210123471","https://openalex.org/I4387154098","https://openalex.org/I70348806","https://openalex.org/I70348806","https://openalex.org/I7454413"]},{"id":"https://openalex.org/I70348806","display_name":"Universit\u00e9 Polytechnique Hauts-de-France","ror":"https://ror.org/02ezch769","country_code":"FR","type":"education","lineage":["https://openalex.org/I70348806"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Abdelmalik Taleb-Ahmed","raw_affiliation_strings":["Institut d\u2019\u00c9lectronique de Micro\u00e9lectronique et de Nanotechnologie (IEMN), Universit\u00e9 Polytechnique Hauts-de-France, Universit\u00e9 de Lille, Valenciennes, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institut d\u2019\u00c9lectronique de Micro\u00e9lectronique et de Nanotechnologie (IEMN), Universit\u00e9 Polytechnique Hauts-de-France, Universit\u00e9 de Lille, Valenciennes, France","institution_ids":["https://openalex.org/I4210123471","https://openalex.org/I70348806"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5137788013"],"corresponding_institution_ids":["https://openalex.org/I4210123471","https://openalex.org/I70348806"],"apc_list":{"value":1420,"currency":"USD","value_usd":1420},"apc_paid":{"value":1420,"currency":"USD","value_usd":1420},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.69008155,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":null,"first_page":"100924","last_page":"100924"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9470999836921692,"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":0.9470999836921692,"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":0.013000000268220901,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.004000000189989805,"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/identification","display_name":"Identification (biology)","score":0.6032000184059143},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.34599998593330383},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.28459998965263367},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.2678000032901764}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6481999754905701},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6032000184059143},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5368000268936157},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.34599998593330383},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3310000002384186},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.28459998965263367},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2678000032901764},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.25920000672340393},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2493000030517578},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.24379999935626984}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1016/j.array.2026.100924","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.array.2026.100924","pdf_url":null,"source":{"id":"https://openalex.org/S4210194039","display_name":"Array","issn_l":"2590-0056","issn":["2590-0056"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Array","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-05661418v1","is_oa":true,"landing_page_url":"https://uphf.hal.science/hal-05661418","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Array, 2026, 30, pp.100924. &#x27E8;10.1016/j.array.2026.100924&#x27E9;","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:4f42855f08504275a5ce21702a62de63","is_oa":true,"landing_page_url":"https://doaj.org/article/4f42855f08504275a5ce21702a62de63","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Array, Vol 30, Iss , Pp 100924- (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1016/j.array.2026.100924","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.array.2026.100924","pdf_url":null,"source":{"id":"https://openalex.org/S4210194039","display_name":"Array","issn_l":"2590-0056","issn":["2590-0056"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Array","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2968844645","https://openalex.org/W2982083293","https://openalex.org/W3080644557","https://openalex.org/W3151130473","https://openalex.org/W3179199540","https://openalex.org/W4214634256","https://openalex.org/W4225295315","https://openalex.org/W4229052301","https://openalex.org/W4298308322","https://openalex.org/W4320002823","https://openalex.org/W4384557475","https://openalex.org/W4385567481","https://openalex.org/W4388824083","https://openalex.org/W4394994408","https://openalex.org/W4399796149","https://openalex.org/W4400017374","https://openalex.org/W4402766638","https://openalex.org/W4405423475","https://openalex.org/W4405429479","https://openalex.org/W4406025541","https://openalex.org/W4409671571"],"related_works":[],"abstract_inverted_index":{"Today,":[0],"the":[1,13,26,83,118,140,143,152],"rapid":[2],"proliferation":[3],"of":[4,15,41,161,166],"multimodal":[5,22,42,108,126,174],"fake":[6,175],"news":[7,176],"poses":[8],"a":[9,54,77,164,169],"serious":[10],"threat":[11],"to":[12,104,113,137,149],"integrity":[14],"information":[16],"on":[17],"social":[18],"networks.":[19],"While":[20],"recent":[21],"approaches":[23],"have":[24],"advanced":[25],"field,":[27],"existing":[28,63],"research":[29],"predominantly":[30],"targets":[31],"English":[32],"content,":[33],"leaving":[34],"Arabic":[35,65,173],"largely":[36],"underexplored.":[37],"Moreover,":[38],"manual":[39,70],"annotation":[40,71],"data":[43,56],"remains":[44],"costly":[45],"and":[46,58,100,125,146,163,180],"time-consuming.":[47],"To":[48],"address":[49],"these":[50],"challenges,":[51],"we":[52,75],"propose":[53],"scalable":[55],"collection":[57],"labeling":[59],"strategy":[60],"that":[61,81,117],"leverages":[62],"annotated":[64],"unimodal":[66,124],"datasets,":[67],"substantially":[68],"reducing":[69],"efforts.":[72],"In":[73],"addition,":[74],"introduce":[76],"hybrid":[78],"attention":[79,99,103],"framework":[80,157],"integrates":[82],"MARBERTv2":[84],"model":[85],"for":[86,91,142,172],"textual":[87,102],"representation":[88],"with":[89],"EfficientNet-B1":[90],"visual":[92],"encoding.":[93],"The":[94,155,178],"architecture":[95],"incorporates":[96],"hierarchical":[97],"cross-modal":[98],"visual-guided":[101],"effectively":[105],"capture":[106],"fine-grained":[107],"interactions.":[109],"Extensive":[110],"experiments":[111],"compared":[112],"state-of-the-art":[114,171],"models":[115],"demonstrate":[116],"proposed":[119,156],"approach":[120,130],"consistently":[121],"outperforms":[122],"both":[123],"baselines.":[127],"Notably,":[128],"our":[129],"achieves":[131,158],"an":[132,159],"improvement":[133],"ranging":[134],"from":[135,147],"1.72%":[136],"5.64%":[138],"in":[139,151],"F1-score":[141],"Fake":[144],"class,":[145],"1.47%":[148],"3.99%":[150],"Macro-F1":[153,165],"score.":[154],"accuracy":[160],"92.45%":[162],"90.34%,":[167],"establishing":[168],"new":[170],"detection.":[177],"dataset":[179],"source":[181],"code":[182],"are":[183],"publicly":[184],"available":[185],"at:":[186],"https://github.com/khairied/MAFIA_Net-Multimodal-Arabic-Fake_news-Identification-via-Hybrid-Attention-Networks":[187],".":[188]},"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2026-06-04T00:00:00"}
