{"id":"https://openalex.org/W4225966488","doi":"https://doi.org/10.1109/tmm.2022.3164261","title":"MAVEN: A Memory Augmented Recurrent Approach for Multimodal Fusion","display_name":"MAVEN: A Memory Augmented Recurrent Approach for Multimodal Fusion","publication_year":2022,"publication_date":"2022-04-01","ids":{"openalex":"https://openalex.org/W4225966488","doi":"https://doi.org/10.1109/tmm.2022.3164261"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2022.3164261","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2022.3164261","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Multimedia","raw_type":"journal-article"},"type":"article","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/A5009971165","display_name":"Md Mofijul Islam","orcid":"https://orcid.org/0000-0003-4207-5863"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md Mofijul Islam","raw_affiliation_strings":["School of Engineering and Applied Science, University of Virginia, USA"],"raw_orcid":"https://orcid.org/0000-0003-4207-5863","affiliations":[{"raw_affiliation_string":"School of Engineering and Applied Science, University of Virginia, USA","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086074961","display_name":"Mohammad Samin Yasar","orcid":"https://orcid.org/0000-0002-4684-2823"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Samin Yasar","raw_affiliation_strings":["School of Engineering and Applied Science, University of Virginia, USA"],"raw_orcid":"https://orcid.org/0000-0002-4684-2823","affiliations":[{"raw_affiliation_string":"School of Engineering and Applied Science, University of Virginia, USA","institution_ids":["https://openalex.org/I51556381"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101779827","display_name":"Tariq Iqbal","orcid":"https://orcid.org/0000-0003-0133-1234"},"institutions":[{"id":"https://openalex.org/I51556381","display_name":"University of Virginia","ror":"https://ror.org/0153tk833","country_code":"US","type":"education","lineage":["https://openalex.org/I51556381"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tariq Iqbal","raw_affiliation_strings":["School of Engineering and Applied Science, University of Virginia, USA"],"raw_orcid":"https://orcid.org/0000-0003-0133-1234","affiliations":[{"raw_affiliation_string":"School of Engineering and Applied Science, University of Virginia, USA","institution_ids":["https://openalex.org/I51556381"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I51556381"],"apc_list":null,"apc_paid":null,"fwci":2.6943,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.89699807,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"25","issue":null,"first_page":"3694","last_page":"3708"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12032","display_name":"Multisensory perception and integration","score":0.9710000157356262,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12032","display_name":"Multisensory perception and integration","score":0.9710000157356262,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10971","display_name":"Olfactory and Sensory Function Studies","score":0.9578999876976013,"subfield":{"id":"https://openalex.org/subfields/2809","display_name":"Sensory Systems"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7729858160018921},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6208858489990234},{"id":"https://openalex.org/keywords/multimodal-learning","display_name":"Multimodal learning","score":0.5846908688545227},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5818403363227844},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.553760290145874},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.5399377942085266},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5026068687438965},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4675440192222595},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.46731942892074585},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3344614505767822}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7729858160018921},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6208858489990234},{"id":"https://openalex.org/C2780660688","wikidata":"https://www.wikidata.org/wiki/Q25052564","display_name":"Multimodal learning","level":2,"score":0.5846908688545227},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5818403363227844},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.553760290145874},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.5399377942085266},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5026068687438965},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4675440192222595},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.46731942892074585},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3344614505767822},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmm.2022.3164261","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2022.3164261","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Multimedia","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":97,"referenced_works":["https://openalex.org/W1237419409","https://openalex.org/W1514535095","https://openalex.org/W1821462560","https://openalex.org/W1908858510","https://openalex.org/W1996938738","https://openalex.org/W2015394094","https://openalex.org/W2031767521","https://openalex.org/W2057294538","https://openalex.org/W2078122453","https://openalex.org/W2086509056","https://openalex.org/W2108482237","https://openalex.org/W2120907531","https://openalex.org/W2165371202","https://openalex.org/W2194775991","https://openalex.org/W2296311849","https://openalex.org/W2327562811","https://openalex.org/W2471695703","https://openalex.org/W2507009361","https://openalex.org/W2547204915","https://openalex.org/W2554408731","https://openalex.org/W2575842049","https://openalex.org/W2604321021","https://openalex.org/W2619383789","https://openalex.org/W2623160143","https://openalex.org/W2751594996","https://openalex.org/W2752814198","https://openalex.org/W2761860076","https://openalex.org/W2767290858","https://openalex.org/W2770240892","https://openalex.org/W2789221157","https://openalex.org/W2791526950","https://openalex.org/W2799211965","https://openalex.org/W2809440904","https://openalex.org/W2883429621","https://openalex.org/W2895368507","https://openalex.org/W2902073357","https://openalex.org/W2903386763","https://openalex.org/W2937328183","https://openalex.org/W2946165673","https://openalex.org/W2949512190","https://openalex.org/W2952576443","https://openalex.org/W2953183526","https://openalex.org/W2963091558","https://openalex.org/W2963216700","https://openalex.org/W2963263347","https://openalex.org/W2963369114","https://openalex.org/W2963563276","https://openalex.org/W2963786199","https://openalex.org/W2966210862","https://openalex.org/W2966715458","https://openalex.org/W2967220611","https://openalex.org/W2968124245","https://openalex.org/W2971680695","https://openalex.org/W2972831213","https://openalex.org/W2990113535","https://openalex.org/W2990503944","https://openalex.org/W2991451943","https://openalex.org/W3002552512","https://openalex.org/W3003443105","https://openalex.org/W3003976491","https://openalex.org/W3021321555","https://openalex.org/W3034336960","https://openalex.org/W3035570025","https://openalex.org/W3037784242","https://openalex.org/W3103858256","https://openalex.org/W3104536742","https://openalex.org/W3127433878","https://openalex.org/W3130174139","https://openalex.org/W3133191957","https://openalex.org/W3163347074","https://openalex.org/W3174873881","https://openalex.org/W3175335326","https://openalex.org/W4211198037","https://openalex.org/W4283817440","https://openalex.org/W4293568373","https://openalex.org/W4295312788","https://openalex.org/W4297671192","https://openalex.org/W4385245566","https://openalex.org/W4391602018","https://openalex.org/W4396952261","https://openalex.org/W6638523607","https://openalex.org/W6640963894","https://openalex.org/W6686207219","https://openalex.org/W6702162793","https://openalex.org/W6726497184","https://openalex.org/W6739901393","https://openalex.org/W6744122101","https://openalex.org/W6746923139","https://openalex.org/W6752018083","https://openalex.org/W6753516544","https://openalex.org/W6766904570","https://openalex.org/W6767279747","https://openalex.org/W6767339049","https://openalex.org/W6768501859","https://openalex.org/W6773226109","https://openalex.org/W6779809370","https://openalex.org/W6780248173"],"related_works":["https://openalex.org/W4389505417","https://openalex.org/W2962931510","https://openalex.org/W4380551887","https://openalex.org/W2904518532","https://openalex.org/W4285159263","https://openalex.org/W2905271011","https://openalex.org/W4280529741","https://openalex.org/W4293919860","https://openalex.org/W2963650472","https://openalex.org/W2556013083"],"abstract_inverted_index":{"Multisensory":[0],"systems":[1,17,63],"provide":[2],"complementary":[3,34,178],"information":[4],"that":[5,127,155],"aids":[6],"many":[7],"machine":[8],"learning":[9,132,162],"approaches":[10,133],"in":[11,134,176],"perceiving":[12],"the":[13,54,114,135,159,171],"environment":[14],"comprehensively.":[15],"These":[16],"consist":[18],"of":[19,60,80,174],"heterogeneous":[20,37],"modalities,":[21],"which":[22],"have":[23,52],"disparate":[24],"characteristics":[25],"and":[26,32,42,83,93,147,183],"feature":[27],"distributions.":[28],"Thus,":[29],"extracting,":[30],"aligning,":[31],"fusing":[33],"representations":[35,96],"from":[36,56,113,181],"modalities":[38],"(e.g.,":[39],"visual,":[40],"skeleton,":[41],"physical":[43],"sensors)":[44],"remains":[45],"challenging.":[46],"To":[47],"address":[48],"these":[49],"challenges,":[50],"we":[51],"used":[53],"insights":[55],"several":[57],"neuroscience":[58],"studies":[59,153],"animal":[61],"multisensory":[62],"to":[64,91,107],"develop":[65],"MAVEN,":[66],"a":[67,101,109],"memory-augmented":[68],"recurrent":[69,87],"approach":[70,90,106],"for":[71],"multimodal":[72,102,111,124,131,179],"fusion.":[73],"MAVEN":[74,98,128,156,175],"generates":[75],"unimodal":[76,95,116],"memory":[77],"banks":[78],"comprised":[79],"spatial-temporal":[81],"features":[82],"uses":[84],"our":[85,150],"proposed":[86],"representation":[88,112,180],"alignment":[89],"align":[92],"refine":[94],"iteratively.":[97],"then":[99],"utilizes":[100],"variational":[103],"attention-based":[104],"fusion":[105],"produce":[108],"robust":[110,172],"aligned":[115],"features.":[117],"Our":[118],"extensive":[119,151],"experimental":[120],"evaluations":[121],"on":[122,189],"three":[123],"datasets":[125],"suggest":[126,154],"outperforms":[129,158],"state-of-the-art":[130],"challenging":[136],"human":[137],"activity":[138],"recognition":[139],"task":[140],"across":[141],"all":[142],"evaluation":[143],"conditions":[144],"(cross-subject,":[145],"leave-one-subject-out,":[146],"cross-session).":[148],"Additionally,":[149],"ablation":[152],"significantly":[157],"feed-forward":[160],"fusion-based":[161],"models":[163],"<inline-formula":[164],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[165],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><tex-math":[166],"notation=\"LaTeX\">$(p&lt;":[167],"0.05)$</tex-math></inline-formula>":[168],".":[169],"Finally,":[170],"performance":[173],"extracting":[177],"occluded":[182],"noisy":[184],"data":[185],"suggests":[186],"its":[187],"applicability":[188],"real-world":[190],"datasets.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":7}],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}
