{"id":"https://openalex.org/W4410636740","doi":"https://doi.org/10.1145/3701716.3718381","title":"Dimension-Wise Gated Cross-Attention for Multimodal Sentiment Analysis","display_name":"Dimension-Wise Gated Cross-Attention for Multimodal Sentiment Analysis","publication_year":2025,"publication_date":"2025-05-08","ids":{"openalex":"https://openalex.org/W4410636740","doi":"https://doi.org/10.1145/3701716.3718381"},"language":"en","primary_location":{"id":"doi:10.1145/3701716.3718381","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3718381","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3718381","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion 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/10.1145/3701716.3718381","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113119657","display_name":"M. Jahangir Hossain","orcid":"https://orcid.org/0009-0009-1584-3282"},"institutions":[{"id":"https://openalex.org/I4210147955","display_name":"Bangladesh University of Business and Technology","ror":"https://ror.org/0400am365","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210147955"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Md. Shakil Hossain","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Business & Technology, Dhaka, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Business & Technology, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I4210147955"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111285702","display_name":"Md. Mithun Hossain","orcid":"https://orcid.org/0009-0001-4883-1802"},"institutions":[{"id":"https://openalex.org/I4210147955","display_name":"Bangladesh University of Business and Technology","ror":"https://ror.org/0400am365","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210147955"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md.Mithun Hossain","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Business & Technology, Dhaka, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Business & Technology, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I4210147955"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046748734","display_name":"Sudipto Chaki","orcid":"https://orcid.org/0000-0002-7286-6722"},"institutions":[{"id":"https://openalex.org/I4210147955","display_name":"Bangladesh University of Business and Technology","ror":"https://ror.org/0400am365","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210147955"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Sudipto Chaki","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Business & Technology, Dhaka, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Business & Technology, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I4210147955"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071208302","display_name":"M. F. Mridha","orcid":"https://orcid.org/0000-0001-5738-1631"},"institutions":[{"id":"https://openalex.org/I103434671","display_name":"American International University-Bangladesh","ror":"https://ror.org/02j8ga255","country_code":"BD","type":"education","lineage":["https://openalex.org/I103434671"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"M. F. Mridha","raw_affiliation_strings":["Department of Computer Science, American International University - Bangladesh, Dhaka, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, American International University - Bangladesh, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I103434671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100739173","display_name":"Md. Saifur Rahman","orcid":"https://orcid.org/0000-0003-4851-7546"},"institutions":[{"id":"https://openalex.org/I4210147955","display_name":"Bangladesh University of Business and Technology","ror":"https://ror.org/0400am365","country_code":"BD","type":"education","lineage":["https://openalex.org/I4210147955"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Saifur Rahman","raw_affiliation_strings":["Department of Computer Science and Engineering, Bangladesh University of Business & Technology, Dhaka, Bangladesh"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Bangladesh University of Business & Technology, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I4210147955"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034828056","display_name":"Mohammad Ali Moni","orcid":"https://orcid.org/0000-0003-0756-1006"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mohammad Ali Moni","raw_affiliation_strings":["School of Health and Rehabilitation Sciences, The University of Queensland, St Lucia, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"School of Health and Rehabilitation Sciences, The University of Queensland, St Lucia, Brisbane, Australia","institution_ids":["https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5113119657"],"corresponding_institution_ids":["https://openalex.org/I4210147955"],"apc_list":null,"apc_paid":null,"fwci":4.8241,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.9450449,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1979","last_page":"1987"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9994000196456909,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10028","display_name":"Topic Modeling","score":0.9977999925613403,"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/dimension","display_name":"Dimension (graph theory)","score":0.7158514857292175},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6474615335464478},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.6361911296844482},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.508141040802002},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40010690689086914},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.34752845764160156},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18173500895500183}],"concepts":[{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.7158514857292175},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6474615335464478},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.6361911296844482},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.508141040802002},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40010690689086914},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.34752845764160156},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18173500895500183},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3701716.3718381","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3718381","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3718381","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:publications/60646d8c-c012-420a-8ef8-e6d52207a11c","is_oa":true,"landing_page_url":"https://researchoutput.csu.edu.au/en/publications/60646d8c-c012-420a-8ef8-e6d52207a11c","pdf_url":null,"source":{"id":"https://openalex.org/S7407055442","display_name":"Charles Sturt University Research Output (CRO)","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Hossain, M S, Hossain, M M, Chaki, S, Mridha, M F, Rahman, M S & Moni, M A 2025, Dimension wise gated cross attention for multimodal sentiment analysis. in WWW Companion '25 : Companion Proceedings of the ACM Web Conference 2025. WWW Companion 2025 - Companion Proceedings of the ACM Web Conference 2025, Association for Computing Machinery, Inc (ACM), New York, NY, pp. 1979-1987, 2025 ACM Web Conference , Sydney, New South Wales, Australia, 28/04/25. https://doi.org/10.1145/3701716.3718381","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1145/3701716.3718381","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3718381","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3718381","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410636740.pdf","grobid_xml":"https://content.openalex.org/works/W4410636740.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W1573848227","https://openalex.org/W2771705623","https://openalex.org/W2780698117","https://openalex.org/W3124055688","https://openalex.org/W3148159965","https://openalex.org/W3184679245","https://openalex.org/W4210780368","https://openalex.org/W4226150137","https://openalex.org/W4226281014","https://openalex.org/W4242175757","https://openalex.org/W4285537247","https://openalex.org/W4312287430","https://openalex.org/W4320733238","https://openalex.org/W4322736091","https://openalex.org/W4362714356","https://openalex.org/W4376226279","https://openalex.org/W4387350595","https://openalex.org/W4389004969","https://openalex.org/W4390367337","https://openalex.org/W4392812451","https://openalex.org/W4395053551","https://openalex.org/W4400282477","https://openalex.org/W4401069763","https://openalex.org/W4402678995","https://openalex.org/W4403792529"],"related_works":["https://openalex.org/W2548633793","https://openalex.org/W3013279174","https://openalex.org/W2941935829","https://openalex.org/W2596247554","https://openalex.org/W3132372214","https://openalex.org/W4224284088","https://openalex.org/W4286571989","https://openalex.org/W2033914206","https://openalex.org/W2042327336","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Multimodal":[0],"sentiment":[1,136],"analysis":[2],"necessitates":[3],"the":[4,13,33,104,110],"seamless":[5],"integration":[6],"of":[7,16],"textual":[8],"and":[9,37,55,129,133],"visual":[10],"signals":[11,78],"for":[12],"precise":[14],"interpretation":[15],"user-generated":[17],"material.":[18],"In":[19,124],"this":[20],"paper,":[21],"we":[22],"introduce":[23],"Dimension-Wise":[24],"Gated":[25],"Cross-Attention":[26],"(DGCA).":[27],"This":[28],"new":[29],"fusion":[30,88],"mechanism":[31],"fine-tunes":[32],"interaction":[34],"between":[35],"language":[36],"images":[38],"more":[39],"precisely":[40],"than":[41],"prior":[42],"methods.":[43],"Our":[44],"method":[45],"uses":[46,85],"a":[47,60],"bidirectional":[48],"cross-attention":[49],"module":[50],"to":[51,71,89,119],"iteratively":[52],"enhance":[53],"text":[54,75],"image":[56,77],"features.":[57],"We":[58],"use":[59],"dimension-wise":[61],"gating":[62],"technique":[63],"in":[64],"which":[65],"each":[66],"latent":[67],"dimension":[68],"independently":[69],"learns":[70],"weigh":[72],"contributions":[73],"from":[74,93,101],"or":[76],"using":[79],"softmax-normalized":[80],"modality":[81,95],"gates.":[82],"The":[83],"approach":[84],"selective":[86],"per-dimension":[87],"highlight":[90],"important":[91],"cues":[92],"one":[94],"while":[96],"minimizing":[97],"less":[98],"useful":[99],"characteristics":[100],"another.":[102],"On":[103],"SemEval-2020":[105],"Memotion":[106],"dataset,":[107],"DGCA":[108,126],"outperformed":[109],"state-of-the-art":[111],"(SOTA)":[112],"baselines":[113],"by":[114],"2.27%,":[115],"highlighting":[116],"its":[117],"ability":[118],"detect":[120],"subtle":[121],"affective":[122],"cues.":[123],"summary,":[125],"improves":[127],"performance":[128],"interpretability,":[130],"enabling":[131],"fine-grained":[132],"context-aware":[134],"multimodal":[135],"analysis.":[137]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-04-03T22:45:19.894376","created_date":"2025-10-10T00:00:00"}