{"id":"https://openalex.org/W7125947715","doi":"https://doi.org/10.1109/smc58881.2025.11343372","title":"RCIM: Relation-Driven Collaborative and Integrative Multimodal Knowledge Graph Completion","display_name":"RCIM: Relation-Driven Collaborative and Integrative Multimodal Knowledge Graph Completion","publication_year":2025,"publication_date":"2025-10-05","ids":{"openalex":"https://openalex.org/W7125947715","doi":"https://doi.org/10.1109/smc58881.2025.11343372"},"language":null,"primary_location":{"id":"doi:10.1109/smc58881.2025.11343372","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc58881.2025.11343372","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-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/A5102521405","display_name":"Ruijia Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ruijia Zhang","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062514822","display_name":"Zheng Dong","orcid":"https://orcid.org/0000-0002-0692-7486"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Dong","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101509596","display_name":"Qin Lu","orcid":"https://orcid.org/0000-0002-4051-1396"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qin Lu","raw_affiliation_strings":["Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China"],"affiliations":[{"raw_affiliation_string":"Qilu University of Technology (Shandong Academy of Sciences),Key Laboratory of Computing Power Network and Information Security, Ministry of Education, Shandong Computer Science Center,Jinan,China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5102521405"],"corresponding_institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.87225871,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"7651","last_page":"7656"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9871000051498413,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9871000051498413,"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/T10028","display_name":"Topic Modeling","score":0.002099999925121665,"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":0.0019000000320374966,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.7515000104904175},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5099999904632568},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.489300012588501},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.43849998712539673},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.43059998750686646},{"id":"https://openalex.org/keywords/knowledge-representation-and-reasoning","display_name":"Knowledge representation and reasoning","score":0.4300999939441681},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.42170000076293945}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7781999707221985},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.7515000104904175},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5099999904632568},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.489300012588501},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45879998803138733},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.43849998712539673},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.43059998750686646},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.4300999939441681},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.42170000076293945},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.34470000863075256},{"id":"https://openalex.org/C5655090","wikidata":"https://www.wikidata.org/wiki/Q192588","display_name":"Relational database","level":2,"score":0.32589998841285706},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3179999887943268},{"id":"https://openalex.org/C177877439","wikidata":"https://www.wikidata.org/wiki/Q7604413","display_name":"Statistical relational learning","level":3,"score":0.303600013256073},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.30300000309944153},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2921999990940094},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2865000069141388},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.26170000433921814},{"id":"https://openalex.org/C40207289","wikidata":"https://www.wikidata.org/wiki/Q755662","display_name":"Relational model","level":3,"score":0.2540999948978424}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc58881.2025.11343372","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc58881.2025.11343372","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2526174222","https://openalex.org/W2728059831","https://openalex.org/W2807480793","https://openalex.org/W2945623882","https://openalex.org/W2963870853","https://openalex.org/W2979129662","https://openalex.org/W3094502228","https://openalex.org/W3172335055","https://openalex.org/W3207311065","https://openalex.org/W4214849153","https://openalex.org/W4229024390","https://openalex.org/W4285605208","https://openalex.org/W4304091767","https://openalex.org/W4353007065","https://openalex.org/W4385570675","https://openalex.org/W4385573706","https://openalex.org/W4385893847","https://openalex.org/W4387967963","https://openalex.org/W4408787990"],"related_works":[],"abstract_inverted_index":{"Knowledge":[0,70],"graph":[1,23],"completion":[2,24],"(KGC)":[3],"aims":[4],"to":[5,13,40,48,79,102,118],"learn":[6],"high-quality":[7],"representations":[8],"of":[9,122],"entities":[10,16,117],"and":[11,46,67,92,95],"relations":[12],"predict":[14],"missing":[15],"in":[17],"knowledge":[18,22,82],"graphs":[19],"(KGs).":[20],"Multimodal":[21,69],"(MMKGC)":[25],"enhances":[26],"entity":[27,104],"representation":[28],"by":[29],"incorporating":[30],"multimodal":[31,81,123,137],"information":[32,97],"such":[33],"as":[34],"images.":[35],"However,":[36],"existing":[37,136],"methods":[38,139],"struggle":[39],"effectively":[41],"filter":[42],"out":[43],"irrelevant":[44],"features":[45],"fail":[47],"fully":[49],"exploit":[50],"relational":[51,100,113],"dependencies,":[52],"thereby":[53,126],"limiting":[54],"their":[55],"reasoning":[56,128],"capability.":[57],"To":[58],"address":[59],"these":[60],"issues,":[61],"we":[62],"propose":[63],"a":[64],"Relationship-driven":[65,86,108],"Collaborative":[66,87],"Integrative":[68,109],"Graph":[71],"Completion":[72],"model":[73],"(RCIM-KGC),":[74],"which":[75],"leverages":[76],"relationship-driven":[77],"mechanisms":[78],"enhance":[80],"representation.":[83,105],"Specifically,":[84],"the":[85,107,120],"Module":[88,110],"(RDCM)":[89],"adaptively":[90],"selects":[91],"integrates":[93],"visual":[94],"structural":[96],"based":[98],"on":[99],"importance":[101],"optimize":[103],"Meanwhile,":[106],"(RDIM)":[111],"computes":[112],"weights":[114],"for":[115],"neighboring":[116],"guide":[119],"aggregation":[121],"neighborhood":[124],"information,":[125],"improving":[127],"performance.":[129],"Experimental":[130],"results":[131],"demonstrate":[132],"that":[133],"RCIM-KGC":[134],"outperforms":[135],"KGC":[138],"across":[140],"multiple":[141],"benchmark":[142],"datasets,":[143],"validating":[144],"its":[145],"effectiveness.":[146]},"counts_by_year":[],"updated_date":"2026-01-29T23:17:01.242718","created_date":"2026-01-29T00:00:00"}