{"id":"https://openalex.org/W4409657348","doi":"https://doi.org/10.1145/3696410.3714719","title":"Multimodal Taylor Series Network for Misinformation Detection","display_name":"Multimodal Taylor Series Network for Misinformation Detection","publication_year":2025,"publication_date":"2025-04-22","ids":{"openalex":"https://openalex.org/W4409657348","doi":"https://doi.org/10.1145/3696410.3714719"},"language":"en","primary_location":{"id":"doi:10.1145/3696410.3714719","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696410.3714719","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714719","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714719","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104114319","display_name":"Jiahao Sun","orcid":"https://orcid.org/0009-0006-4858-8757"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiahao Sun","raw_affiliation_strings":["College of Computer Science, MoE Key Lab of DISSec, Nankai University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, MoE Key Lab of DISSec, Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102743552","display_name":"Chen Chen","orcid":"https://orcid.org/0000-0001-8267-7098"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Chen","raw_affiliation_strings":["College of Computer Science, MoE Key Lab of DISSec, Nankai University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, MoE Key Lab of DISSec, Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087089576","display_name":"Chunyan Hou","orcid":"https://orcid.org/0000-0001-5356-3403"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunyan Hou","raw_affiliation_strings":["School of CSE, Tianjin University of Technology, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of CSE, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075742545","display_name":"Yike Wu","orcid":"https://orcid.org/0000-0001-7384-8836"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yike Wu","raw_affiliation_strings":["School of Journalism and Communication, Lab of Intelligent Publishing Technology and Standards, Nankai University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"School of Journalism and Communication, Lab of Intelligent Publishing Technology and Standards, Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062064974","display_name":"Xiaojie Yuan","orcid":"https://orcid.org/0000-0002-5876-6856"},"institutions":[{"id":"https://openalex.org/I205237279","display_name":"Nankai University","ror":"https://ror.org/01y1kjr75","country_code":"CN","type":"education","lineage":["https://openalex.org/I205237279"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojie Yuan","raw_affiliation_strings":["College of Computer Science, MoE Key Lab of DISSec, Nankai University, Tianjin, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, MoE Key Lab of DISSec, Nankai University, Tianjin, China","institution_ids":["https://openalex.org/I205237279"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5104114319"],"corresponding_institution_ids":["https://openalex.org/I205237279"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10756786,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2540","last_page":"2548"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9998999834060669,"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":0.9998999834060669,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9878000020980835,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.984000027179718,"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/misinformation","display_name":"Misinformation","score":0.7124209403991699},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7024784088134766},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.634059488773346},{"id":"https://openalex.org/keywords/taylor-series","display_name":"Taylor series","score":0.5157766342163086},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3271269202232361},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.22314617037773132},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08332175016403198}],"concepts":[{"id":"https://openalex.org/C2776990098","wikidata":"https://www.wikidata.org/wiki/Q13579947","display_name":"Misinformation","level":2,"score":0.7124209403991699},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7024784088134766},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.634059488773346},{"id":"https://openalex.org/C158946198","wikidata":"https://www.wikidata.org/wiki/Q131187","display_name":"Taylor series","level":2,"score":0.5157766342163086},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3271269202232361},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.22314617037773132},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08332175016403198},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3696410.3714719","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696410.3714719","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714719","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3696410.3714719","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696410.3714719","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714719","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1776413336","display_name":null,"funder_award_id":"62172237","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2273800250","display_name":null,"funder_award_id":"NSFC-","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3085993365","display_name":null,"funder_award_id":"(Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3744313044","display_name":null,"funder_award_id":"Social","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4034941058","display_name":null,"funder_award_id":"62077031","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4667360632","display_name":null,"funder_award_id":"62372252","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4676315439","display_name":null,"funder_award_id":", NSFC-","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4787383871","display_name":null,"funder_award_id":"62176028","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5811738602","display_name":null,"funder_award_id":"U1936206","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6330607538","display_name":null,"funder_award_id":"23022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7560528120","display_name":null,"funder_award_id":"U1936105","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321106","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409657348.pdf","grobid_xml":"https://content.openalex.org/works/W4409657348.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W2737907513","https://openalex.org/W2809476703","https://openalex.org/W2951937667","https://openalex.org/W2998395006","https://openalex.org/W3035565303","https://openalex.org/W3035865126","https://openalex.org/W3037666784","https://openalex.org/W3093115118","https://openalex.org/W3102848065","https://openalex.org/W3152907744","https://openalex.org/W3155609342","https://openalex.org/W3157731560","https://openalex.org/W3207396986","https://openalex.org/W4224324956","https://openalex.org/W4225432580","https://openalex.org/W4229004535","https://openalex.org/W4382239959","https://openalex.org/W4386172480","https://openalex.org/W4391925691","https://openalex.org/W4393160040","https://openalex.org/W4400142106","https://openalex.org/W4401856724"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W3197131596","https://openalex.org/W4390616380","https://openalex.org/W4388666321","https://openalex.org/W4205914924","https://openalex.org/W4225301003","https://openalex.org/W4229014887","https://openalex.org/W4401950215"],"abstract_inverted_index":{"With":[0],"the":[1,5,8,14,32,42,117,124,137,153,163],"rapid":[2],"development":[3],"of":[4,11,16,34,52],"Internet":[6],"and":[7,21,31,65,74,106,132,165],"widespread":[9],"use":[10],"social":[12],"media,":[13],"proliferation":[15],"multimodal":[17,45,92],"misinformation":[18,46],"combining":[19],"images":[20],"text":[22],"poses":[23],"serious":[24],"risks":[25],"to":[26,101,139],"societal":[27],"trust,":[28],"individual":[29],"well-being,":[30],"integrity":[33],"AI":[35],"models":[36],"trained":[37],"on":[38,59,147],"such":[39],"data.":[40],"Recently,":[41],"automatic":[43],"detection":[44],"has":[47],"become":[48],"an":[49],"essential":[50],"area":[51],"research.":[53],"However,":[54],"traditional":[55],"methods":[56],"often":[57],"rely":[58],"hierarchical":[60],"neural":[61],"networks":[62],"that":[63,152],"compress":[64],"fuse":[66],"modalities,":[67,110],"potentially":[68],"overlooking":[69],"deeper":[70],"interactions":[71,108],"between":[72,109],"modalities":[73],"reducing":[75],"model":[76,138],"interpretability.":[77],"In":[78],"this":[79],"paper,":[80],"we":[81],"present":[82],"a":[83],"novel":[84],"Multimodal":[85],"Taylor":[86,98],"Series":[87],"(MTS)":[88],"network":[89,96,127,155],"for":[90],"detecting":[91],"misinformation.":[93],"The":[94],"MTS":[95,126,154],"leverages":[97],"series":[99],"expansion":[100],"explicitly":[102],"capture":[103,141],"both":[104],"low-order":[105],"high-order":[107],"which":[111],"also":[112],"enhances":[113],"interpretability":[114],"by":[115],"decomposing":[116],"model's":[118],"processing":[119],"into":[120],"distinct":[121],"terms.":[122],"Additionally,":[123],"proposed":[125],"avoids":[128],"exponential":[129],"parameter":[130],"growth":[131],"maintains":[133],"linear":[134],"scalability,":[135],"allowing":[136],"effectively":[140],"complex":[142],"cross-modal":[143],"correlations.":[144],"Extensive":[145],"experiments":[146],"three":[148],"benchmark":[149],"datasets":[150],"demonstrate":[151],"significantly":[156],"outperforms":[157],"state-of-the-art":[158],"models.":[159],"We":[160],"have":[161],"open-sourced":[162],"code":[164],"logs":[166],"at:":[167],"https://github.com/OneForAllSama/MTS.":[168]},"counts_by_year":[],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}
