{"id":"https://openalex.org/W4407953208","doi":"https://doi.org/10.1145/3701551.3703541","title":"GAMED: Knowledge Adaptive Multi-Experts Decoupling for Multimodal Fake News Detection","display_name":"GAMED: Knowledge Adaptive Multi-Experts Decoupling for Multimodal Fake News Detection","publication_year":2025,"publication_date":"2025-02-26","ids":{"openalex":"https://openalex.org/W4407953208","doi":"https://doi.org/10.1145/3701551.3703541"},"language":"en","primary_location":{"id":"doi:10.1145/3701551.3703541","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701551.3703541","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Eighteenth ACM International Conference on Web Search and Data Mining","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3701551.3703541","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080257621","display_name":"Lingzhi Shen","orcid":"https://orcid.org/0000-0001-6686-0976"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Lingzhi Shen","raw_affiliation_strings":["University of Southampton, Southampton, United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Southampton, Southampton, United Kingdom","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001981431","display_name":"Yunfei Long","orcid":"https://orcid.org/0000-0002-4407-578X"},"institutions":[{"id":"https://openalex.org/I110002522","display_name":"University of Essex","ror":"https://ror.org/02nkf1q06","country_code":"GB","type":"education","lineage":["https://openalex.org/I110002522"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yunfei Long","raw_affiliation_strings":["University of Essex, Essex, United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Essex, Essex, United Kingdom","institution_ids":["https://openalex.org/I110002522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078326698","display_name":"Xiaohao Cai","orcid":"https://orcid.org/0000-0003-0924-2834"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xiaohao Cai","raw_affiliation_strings":["University of Southampton, Southampton, United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Southampton, Southampton, United Kingdom","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033585021","display_name":"Imran Razzak","orcid":"https://orcid.org/0000-0002-3930-6600"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE","AU"],"is_corresponding":false,"raw_author_name":"Imran Razzak","raw_affiliation_strings":["Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, United Arab Emirates, &amp; The University of New South Wales, Sydney, Australia"],"affiliations":[{"raw_affiliation_string":"Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, United Arab Emirates, &amp; The University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I4210113480","https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016776233","display_name":"Guanming Chen","orcid":"https://orcid.org/0000-0002-7857-8457"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Guanming Chen","raw_affiliation_strings":["University of Southampton, Southampton, United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Southampton, Southampton, United Kingdom","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111168462","display_name":"Kang Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kang Liu","raw_affiliation_strings":["University of Southampton, Southampton, United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Southampton, Southampton, United Kingdom","institution_ids":["https://openalex.org/I43439940"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082611298","display_name":"Shoaib Jameel","orcid":"https://orcid.org/0000-0001-7534-3313"},"institutions":[{"id":"https://openalex.org/I43439940","display_name":"University of Southampton","ror":"https://ror.org/01ryk1543","country_code":"GB","type":"education","lineage":["https://openalex.org/I43439940"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Shoaib Jameel","raw_affiliation_strings":["University of Southampton, Southampton, United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Southampton, Southampton, United Kingdom","institution_ids":["https://openalex.org/I43439940"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5080257621"],"corresponding_institution_ids":["https://openalex.org/I43439940"],"apc_list":null,"apc_paid":null,"fwci":60.1457,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.99909574,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"586","last_page":"595"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":1.0,"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":1.0,"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/T10028","display_name":"Topic Modeling","score":0.9907000064849854,"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"}},{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.9732999801635742,"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/computer-science","display_name":"Computer science","score":0.7202906608581543},{"id":"https://openalex.org/keywords/decoupling","display_name":"Decoupling (probability)","score":0.6995387077331543},{"id":"https://openalex.org/keywords/fake-news","display_name":"Fake news","score":0.4304470717906952},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38819441199302673},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.17650866508483887},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07782536745071411},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.06348994374275208}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7202906608581543},{"id":"https://openalex.org/C205606062","wikidata":"https://www.wikidata.org/wiki/Q5249645","display_name":"Decoupling (probability)","level":2,"score":0.6995387077331543},{"id":"https://openalex.org/C2779756789","wikidata":"https://www.wikidata.org/wiki/Q28549308","display_name":"Fake news","level":2,"score":0.4304470717906952},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38819441199302673},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.17650866508483887},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07782536745071411},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.06348994374275208}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3701551.3703541","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701551.3703541","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Eighteenth ACM International Conference on Web Search and Data Mining","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.soton.ac.uk:502152","is_oa":false,"landing_page_url":"http://doi.org/10.1145/3701551.3703541>).","pdf_url":null,"source":{"id":"https://openalex.org/S4306401019","display_name":"ePrints Soton (University of Southampton)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I43439940","host_organization_name":"University of Southampton","host_organization_lineage":["https://openalex.org/I43439940"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":{"id":"doi:10.1145/3701551.3703541","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701551.3703541","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Eighteenth ACM International Conference on Web Search and Data Mining","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W2603777577","https://openalex.org/W2798117183","https://openalex.org/W2809290718","https://openalex.org/W2809476703","https://openalex.org/W2951307134","https://openalex.org/W2964350391","https://openalex.org/W2990138404","https://openalex.org/W2997200074","https://openalex.org/W3003961771","https://openalex.org/W3012459057","https://openalex.org/W3022924198","https://openalex.org/W3036963250","https://openalex.org/W3096018824","https://openalex.org/W3107058614","https://openalex.org/W3137820162","https://openalex.org/W3157731560","https://openalex.org/W3164693331","https://openalex.org/W3173919134","https://openalex.org/W3174306305","https://openalex.org/W4224316552","https://openalex.org/W4224324956","https://openalex.org/W4283318077","https://openalex.org/W4285736194","https://openalex.org/W4288538225","https://openalex.org/W4292242350","https://openalex.org/W4307907065","https://openalex.org/W4312159352","https://openalex.org/W4312891395","https://openalex.org/W4320913149","https://openalex.org/W4365799947","https://openalex.org/W4376478980","https://openalex.org/W4376619054","https://openalex.org/W4377115522","https://openalex.org/W4379521167","https://openalex.org/W4381114415","https://openalex.org/W4382239959","https://openalex.org/W4385458448","https://openalex.org/W4386099943","https://openalex.org/W4386172480","https://openalex.org/W4387848833","https://openalex.org/W4388270316","https://openalex.org/W4389518926","https://openalex.org/W4389903797","https://openalex.org/W4390293729","https://openalex.org/W4390849973","https://openalex.org/W4391149393","https://openalex.org/W4391697143","https://openalex.org/W4391816773","https://openalex.org/W4393160654","https://openalex.org/W4394837562","https://openalex.org/W4394877201","https://openalex.org/W4394910421"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4313561376","https://openalex.org/W3103825105","https://openalex.org/W3027880158","https://openalex.org/W3207533102","https://openalex.org/W1617565119","https://openalex.org/W160381218","https://openalex.org/W2512958550"],"abstract_inverted_index":{"Multimodal":[0],"fake":[1],"news":[2],"detection":[3,16,95],"often":[4],"involves":[5],"modelling":[6],"heterogeneous":[7],"data":[8,61],"sources,":[9],"such":[10],"as":[11],"vision":[12],"and":[13,23,57,79,106,118,162],"language.":[14],"Existing":[15],"methods":[17,40],"typically":[18],"rely":[19],"on":[20,44,76,132,159],"fusion":[21],"effectiveness":[22],"cross-modal":[24,87],"consistency":[25],"to":[26,51,53,85,103,110,144],"model":[27],"the":[28,54,94,112,122,133,153,160],"content,":[29],"complicating":[30],"understanding":[31],"how":[32],"each":[33,126],"modality":[34,127],"affects":[35],"prediction":[36],"accuracy.":[37],"Additionally,":[38],"these":[39],"are":[41],"primarily":[42],"based":[43,131],"static":[45],"feature":[46,123],"modelling,":[47,73],"making":[48],"it":[49],"difficult":[50],"adapt":[52],"dynamic":[55],"changes":[56],"relationships":[58],"between":[59],"different":[60,149],"modalities.":[62],"This":[63],"paper":[64],"develops":[65],"a":[66,140],"significantly":[67],"novel":[68,141],"approach,":[69],"GAMED,":[70],"for":[71],"multimodal":[72],"which":[74],"focuses":[75],"generating":[77],"distinctive":[78],"discriminative":[80],"features":[81,105],"through":[82],"modal":[83],"decoupling":[84],"enhance":[86],"synergies,":[88],"thereby":[89],"optimizing":[90],"overall":[91],"performance":[92],"in":[93,115],"process.":[96],"GAMED":[97,137,167],"leverages":[98],"multiple":[99],"parallel":[100],"expert":[101],"networks":[102],"refine":[104],"pre-embed":[107],"semantic":[108],"knowledge":[109],"improve":[111],"experts'":[113,135],"ability":[114],"information":[116],"selection":[117],"viewpoint":[119],"sharing.":[120],"Subsequently,":[121],"distribution":[124],"of":[125,155],"is":[128],"adaptively":[129],"adjusted":[130],"respective":[134],"opinions.":[136],"also":[138],"introduces":[139],"classification":[142],"technique":[143],"dynamically":[145],"manage":[146],"contributions":[147],"from":[148],"modalities,":[150],"while":[151],"improving":[152],"explainability":[154],"decisions.":[156],"Experimental":[157],"results":[158],"Fakeddit":[161],"Yang":[163],"datasets":[164],"demonstrate":[165],"that":[166],"performs":[168],"better":[169],"than":[170],"recently":[171],"developed":[172],"state-of-the-art":[173],"models.":[174],"The":[175],"source":[176],"code":[177],"can":[178],"be":[179],"accessed":[180],"at":[181],"https://github.com/slz0925/GAMED.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":11}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
