{"id":"https://openalex.org/W4312824836","doi":"https://doi.org/10.1109/tkde.2022.3221949","title":"Latent Structure Mining With Contrastive Modality Fusion for Multimedia Recommendation","display_name":"Latent Structure Mining With Contrastive Modality Fusion for Multimedia Recommendation","publication_year":2022,"publication_date":"2022-11-14","ids":{"openalex":"https://openalex.org/W4312824836","doi":"https://doi.org/10.1109/tkde.2022.3221949"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2022.3221949","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2022.3221949","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","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/A5101576666","display_name":"Jinghao Zhang","orcid":"https://orcid.org/0000-0003-3671-3005"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jinghao Zhang","raw_affiliation_strings":["Center for Research on Intelligent Perception and Computing, Institute of Automation, Chinese Academy of Sciences, Beijing, China","School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Center for Research on Intelligent Perception and Computing, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015101640","display_name":"Yanqiao Zhu","orcid":"https://orcid.org/0000-0003-2205-5304"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yanqiao Zhu","raw_affiliation_strings":["Department of Computer Science, University of California, Los Angeles, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100409503","display_name":"Qiang Liu","orcid":"https://orcid.org/0000-0002-9233-3827"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Liu","raw_affiliation_strings":["Center for Research on Intelligent Perception and Computing, Institute of Automation, Chinese Academy of Sciences, Beijing, China","School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Center for Research on Intelligent Perception and Computing, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100751720","display_name":"Mengqi Zhang","orcid":"https://orcid.org/0000-0001-6831-0740"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengqi Zhang","raw_affiliation_strings":["Center for Research on Intelligent Perception and Computing, Institute of Automation, Chinese Academy of Sciences, Beijing, China","School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Center for Research on Intelligent Perception and Computing, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047523245","display_name":"Shu Wu","orcid":"https://orcid.org/0000-0003-2164-3577"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shu Wu","raw_affiliation_strings":["Center for Research on Intelligent Perception and Computing, Institute of Automation, Chinese Academy of Sciences, Beijing, China","School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Center for Research on Intelligent Perception and Computing, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4210165038"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115602506","display_name":"Liang Wang","orcid":"https://orcid.org/0000-0001-5224-8647"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Wang","raw_affiliation_strings":["Center for Research on Intelligent Perception and Computing, Institute of Automation, Chinese Academy of Sciences, Beijing, China","School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Center for Research on Intelligent Perception and Computing, Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101576666"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210100255","https://openalex.org/I4210112150","https://openalex.org/I4210165038"],"apc_list":null,"apc_paid":null,"fwci":34.4389,"has_fulltext":false,"cited_by_count":119,"citation_normalized_percentile":{"value":0.99797011,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"35","issue":"9","first_page":"9154","last_page":"9167"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998999834060669,"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/T10028","display_name":"Topic Modeling","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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9980999827384949,"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/computer-science","display_name":"Computer science","score":0.7204979062080383},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.6137501001358032},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.6094387769699097},{"id":"https://openalex.org/keywords/concatenation","display_name":"Concatenation (mathematics)","score":0.5828629732131958},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4288901686668396},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39810019731521606},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3444727659225464},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09824463725090027}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7204979062080383},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.6137501001358032},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.6094387769699097},{"id":"https://openalex.org/C87619178","wikidata":"https://www.wikidata.org/wiki/Q126002","display_name":"Concatenation (mathematics)","level":2,"score":0.5828629732131958},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4288901686668396},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39810019731521606},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3444727659225464},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09824463725090027},{"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/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2022.3221949","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2022.3221949","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Knowledge and Data Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G334303618","display_name":null,"funder_award_id":"62206291","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4127089600","display_name":null,"funder_award_id":"62141608","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5156147101","display_name":null,"funder_award_id":"62236010","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":102,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1533861849","https://openalex.org/W2027731328","https://openalex.org/W2042281163","https://openalex.org/W2100235918","https://openalex.org/W2130354913","https://openalex.org/W2130502756","https://openalex.org/W2140310134","https://openalex.org/W2142144955","https://openalex.org/W2221507685","https://openalex.org/W2605280356","https://openalex.org/W2605350416","https://openalex.org/W2619383789","https://openalex.org/W2741249238","https://openalex.org/W2742143754","https://openalex.org/W2767826403","https://openalex.org/W2899457523","https://openalex.org/W2900841426","https://openalex.org/W2916106175","https://openalex.org/W2924719072","https://openalex.org/W2945827670","https://openalex.org/W2948012107","https://openalex.org/W2963017945","https://openalex.org/W2963284152","https://openalex.org/W2963655167","https://openalex.org/W2963757395","https://openalex.org/W2963900085","https://openalex.org/W2964015378","https://openalex.org/W2964258748","https://openalex.org/W2966398094","https://openalex.org/W2970641574","https://openalex.org/W2980540750","https://openalex.org/W2982108874","https://openalex.org/W2995607862","https://openalex.org/W2997079913","https://openalex.org/W3005680577","https://openalex.org/W3005922524","https://openalex.org/W3033039844","https://openalex.org/W3034229012","https://openalex.org/W3035467734","https://openalex.org/W3036106327","https://openalex.org/W3039075121","https://openalex.org/W3045200674","https://openalex.org/W3065542300","https://openalex.org/W3081203761","https://openalex.org/W3082701951","https://openalex.org/W3093002391","https://openalex.org/W3093051361","https://openalex.org/W3094605801","https://openalex.org/W3095602948","https://openalex.org/W3095746859","https://openalex.org/W3100260481","https://openalex.org/W3100278010","https://openalex.org/W3100993589","https://openalex.org/W3101707147","https://openalex.org/W3108655343","https://openalex.org/W3116239416","https://openalex.org/W3122049989","https://openalex.org/W3128412859","https://openalex.org/W3135138557","https://openalex.org/W3153325943","https://openalex.org/W3154503084","https://openalex.org/W3155496675","https://openalex.org/W3156941170","https://openalex.org/W3165959525","https://openalex.org/W3173178959","https://openalex.org/W3175184835","https://openalex.org/W3183346198","https://openalex.org/W3192113933","https://openalex.org/W3205778609","https://openalex.org/W3206310679","https://openalex.org/W3207066264","https://openalex.org/W3207267733","https://openalex.org/W3208338073","https://openalex.org/W4212803407","https://openalex.org/W4214689917","https://openalex.org/W4224326485","https://openalex.org/W4248672808","https://openalex.org/W4295312788","https://openalex.org/W4297733535","https://openalex.org/W4297971002","https://openalex.org/W6631190155","https://openalex.org/W6631943919","https://openalex.org/W6679446029","https://openalex.org/W6680830989","https://openalex.org/W6703549434","https://openalex.org/W6726873649","https://openalex.org/W6748856961","https://openalex.org/W6755573351","https://openalex.org/W6760001035","https://openalex.org/W6760886919","https://openalex.org/W6763416564","https://openalex.org/W6766978945","https://openalex.org/W6769906912","https://openalex.org/W6772384842","https://openalex.org/W6773773549","https://openalex.org/W6774314701","https://openalex.org/W6779462361","https://openalex.org/W6779940601","https://openalex.org/W6782806660","https://openalex.org/W6784694379","https://openalex.org/W6791375057"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2373577936","https://openalex.org/W3095575180","https://openalex.org/W2389596151","https://openalex.org/W4221148444","https://openalex.org/W4226054107","https://openalex.org/W4387678054","https://openalex.org/W4306784355","https://openalex.org/W2784004155","https://openalex.org/W2984974891"],"abstract_inverted_index":{"Multimedia":[0],"contents":[1,80,97],"are":[2,66,76,244],"of":[3,125,141,264,274],"predominance":[4],"in":[5,17,81],"the":[6,87,108,201,241,262,271],"modern":[7],"Web":[8],"era.":[9],"Recent":[10],"years":[11],"have":[12],"witnessed":[13],"growing":[14],"research":[15],"interests":[16],"multimedia":[18,57],"recommendation,":[19],"which":[20,175,192],"aims":[21],"to":[22,111,136,211,228,251],"predict":[23],"whether":[24],"a":[25,152,186,223],"user":[26],"will":[27],"interact":[28],"with":[29,32,43,78,159],"an":[30],"item":[31,104,144,205,214,218,242],"multimodal":[33,44,96,225,231],"contents.":[34],"Most":[35],"previous":[36,118],"studies":[37,119],"focus":[38],"on":[39,200,257],"modeling":[40],"user-item":[41],"interactions":[42],"features":[45],"included":[46],"as":[47],"side":[48],"information.":[49,239],"However,":[50],"this":[51],"scheme":[52],"is":[53,134],"not":[54],"well-designed":[55],"for":[56,101,179,196],"recommendation.":[58,254],"First,":[59],"only":[60],"<italic":[61,89],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[62,90,156,161,165,170],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">collaborative</i>":[63],"item-item":[64,92,194],"relationships":[65,195],"implicitly":[67],"modeled":[68],"through":[69],"high-order":[70],"item-user-item":[71],"co-occurrences.":[72],"Considering":[73],"that":[74,86],"items":[75,142],"associated":[77],"rich":[79],"multiple":[82,121,127],"modalities,":[83,122],"we":[84,150,176,184,207,221],"argue":[85],"latent":[88,153,204],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">semantic</i>":[91],"structures":[93],"underlying":[94],"these":[95,148],"could":[98],"be":[99,182],"beneficial":[100],"learning":[102,190],"better":[103],"representations":[105,243],"and":[106,143,237,269],"assist":[107],"recommender":[109],"models":[110],"comprehensively":[112],"discover":[113],"candidate":[114],"items.":[115],"Second,":[116],"although":[117],"consider":[120],"their":[123],"ways":[124],"fusing":[126],"modalities":[128],"by":[129,233],"linear":[130],"combination":[131],"or":[132],"concatenation":[133],"insufficient":[135],"fully":[137],"capture":[138],"content":[139],"information":[140],"relationships.":[145],"To":[146,181],"address":[147],"deficiencies,":[149],"propose":[151],"structure":[154,189],"<underline":[155,160,164,169],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">MI</u>":[157],"ning":[158],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">C</u>":[162],"ont":[163],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">R</u>":[166],"astive":[167],"m":[168],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">O</u>":[171],"dality":[172],"fusion":[173,232],"model,":[174],"term":[177],"MICRO":[178],"brevity.":[180],"specific,":[183],"devise":[185],"novel":[187,224],"modality-aware":[188,203,217],"module,":[191],"learns":[193],"each":[197],"modality.":[198],"Based":[199],"learned":[202],"relationships,":[206],"perform":[208],"graph":[209],"convolutions":[210],"explicitly":[212],"inject":[213],"affinities":[215],"into":[216,246],"representations.":[219],"Additionally,":[220],"design":[222,272],"contrastive":[226],"framework":[227],"facilitate":[229],"item-level":[230],"mining":[234],"both":[235],"modality-shared":[236],"modality-specific":[238],"Finally,":[240],"plugged":[245],"existing":[247],"collaborative":[248],"filtering":[249],"methods":[250],"make":[252],"accurate":[253],"Extensive":[255],"experiments":[256],"three":[258],"real-world":[259],"datasets":[260],"demonstrate":[261],"superiority":[263],"our":[265,275],"method":[266],"over":[267],"state-of-arts":[268],"rationalize":[270],"choice":[273],"work.":[276]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":65},{"year":2024,"cited_by_count":30},{"year":2023,"cited_by_count":13}],"updated_date":"2026-04-01T17:29:45.350535","created_date":"2025-10-10T00:00:00"}