{"id":"https://openalex.org/W4400782686","doi":"https://doi.org/10.1007/s12559-024-10321-0","title":"Disentangling User Cognitive Intent with Causal Reasoning for Knowledge-Enhanced Recommendation","display_name":"Disentangling User Cognitive Intent with Causal Reasoning for Knowledge-Enhanced Recommendation","publication_year":2024,"publication_date":"2024-07-18","ids":{"openalex":"https://openalex.org/W4400782686","doi":"https://doi.org/10.1007/s12559-024-10321-0"},"language":"en","primary_location":{"id":"doi:10.1007/s12559-024-10321-0","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s12559-024-10321-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12559-024-10321-0.pdf","source":{"id":"https://openalex.org/S133078663","display_name":"Cognitive Computation","issn_l":"1866-9956","issn":["1866-9956","1866-9964"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12559-024-10321-0.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111261551","display_name":"Hongcai xu","orcid":null},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongcai xu","raw_affiliation_strings":["School of Computer Science and Technology, Xi\u2019an Jiaotong University, West Xianning Road, Xi\u2019an, 710049, Shaanxi, China","School of Computer Science and Technology, Xi'an Jiaotong University, West Xianning Road, Xi'an, 710049, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi\u2019an Jiaotong University, West Xianning Road, Xi\u2019an, 710049, Shaanxi, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"School of Computer Science and Technology, Xi'an Jiaotong University, West Xianning Road, Xi'an, 710049, Shaanxi, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101539799","display_name":"Junpeng Bao","orcid":"https://orcid.org/0000-0002-3866-5011"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Junpeng Bao","raw_affiliation_strings":["School of Computer Science and Technology, Xi\u2019an Jiaotong University, West Xianning Road, Xi\u2019an, 710049, Shaanxi, China","School of Computer Science and Technology, Xi'an Jiaotong University, West Xianning Road, Xi'an, 710049, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi\u2019an Jiaotong University, West Xianning Road, Xi\u2019an, 710049, Shaanxi, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"School of Computer Science and Technology, Xi'an Jiaotong University, West Xianning Road, Xi'an, 710049, Shaanxi, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086407377","display_name":"Qika Lin","orcid":"https://orcid.org/0000-0001-5650-0600"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Qika Lin","raw_affiliation_strings":["Saw Swee Hock School of Public Health, National University of Singapore, Singapore, 117549, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Saw Swee Hock School of Public Health, National University of Singapore, Singapore, 117549, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012727097","display_name":"Lifang Hou","orcid":"https://orcid.org/0000-0003-4877-0031"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lifang Hou","raw_affiliation_strings":["School of Computer Science and Technology, Xi\u2019an Jiaotong University, West Xianning Road, Xi\u2019an, 710049, Shaanxi, China","School of Computer Science and Technology, Xi'an Jiaotong University, West Xianning Road, Xi'an, 710049, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Xi\u2019an Jiaotong University, West Xianning Road, Xi\u2019an, 710049, Shaanxi, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"School of Computer Science and Technology, Xi'an Jiaotong University, West Xianning Road, Xi'an, 710049, Shaanxi, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100352749","display_name":"Feng Chen","orcid":"https://orcid.org/0000-0003-3508-8834"},"institutions":[{"id":"https://openalex.org/I63371133","display_name":"Chongqing Jiaotong University","ror":"https://ror.org/01t001k65","country_code":"CN","type":"education","lineage":["https://openalex.org/I63371133"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Chen","raw_affiliation_strings":["School of Mathematics and Statistics, Chongqing Jiaotong University, Xuefu Avenue No.66, Chongqing, 400074, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics and Statistics, Chongqing Jiaotong University, Xuefu Avenue No.66, Chongqing, 400074, China","institution_ids":["https://openalex.org/I63371133"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101539799"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":{"value":2190,"currency":"EUR","value_usd":2790},"apc_paid":{"value":2190,"currency":"EUR","value_usd":2790},"fwci":3.4315,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.93383983,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"16","issue":"6","first_page":"3391","last_page":"3404"},"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9979000091552734,"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/cognition","display_name":"Cognition","score":0.6796757578849792},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6353353261947632},{"id":"https://openalex.org/keywords/causal-reasoning","display_name":"Causal reasoning","score":0.5427141785621643},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.4963400959968567},{"id":"https://openalex.org/keywords/cognitive-science","display_name":"Cognitive science","score":0.45000600814819336},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39865219593048096},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3893800973892212},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3005177974700928},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.08897256851196289}],"concepts":[{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.6796757578849792},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6353353261947632},{"id":"https://openalex.org/C115086926","wikidata":"https://www.wikidata.org/wiki/Q17004651","display_name":"Causal reasoning","level":3,"score":0.5427141785621643},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.4963400959968567},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.45000600814819336},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39865219593048096},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3893800973892212},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3005177974700928},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.08897256851196289}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s12559-024-10321-0","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s12559-024-10321-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12559-024-10321-0.pdf","source":{"id":"https://openalex.org/S133078663","display_name":"Cognitive Computation","issn_l":"1866-9956","issn":["1866-9956","1866-9964"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive Computation","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s12559-024-10321-0","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1007/s12559-024-10321-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12559-024-10321-0.pdf","source":{"id":"https://openalex.org/S133078663","display_name":"Cognitive Computation","issn_l":"1866-9956","issn":["1866-9956","1866-9964"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cognitive Computation","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324805","display_name":"Chongqing Municipal Education Commission","ror":"https://ror.org/031nm5713"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4400782686.pdf"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W1886704267","https://openalex.org/W2054141820","https://openalex.org/W2279176662","https://openalex.org/W2509893387","https://openalex.org/W2604314403","https://openalex.org/W2629213068","https://openalex.org/W2913560138","https://openalex.org/W2945623882","https://openalex.org/W2963911286","https://openalex.org/W2970236742","https://openalex.org/W2998534896","https://openalex.org/W3034364571","https://openalex.org/W3045200674","https://openalex.org/W3048075953","https://openalex.org/W3088432326","https://openalex.org/W3103310105","https://openalex.org/W3106439716","https://openalex.org/W3114569718","https://openalex.org/W3118077352","https://openalex.org/W3129482887","https://openalex.org/W3152876231","https://openalex.org/W3155208531","https://openalex.org/W3155919942","https://openalex.org/W3156622960","https://openalex.org/W3156939347","https://openalex.org/W3156994078","https://openalex.org/W3163731277","https://openalex.org/W3164548985","https://openalex.org/W3168738558","https://openalex.org/W3173955760","https://openalex.org/W3173984942","https://openalex.org/W3178328486","https://openalex.org/W3183346198","https://openalex.org/W3190867660","https://openalex.org/W4200289922","https://openalex.org/W4220835122","https://openalex.org/W4220909642","https://openalex.org/W4224914537","https://openalex.org/W4225412853","https://openalex.org/W4283789472","https://openalex.org/W4285136945","https://openalex.org/W4290927951","https://openalex.org/W4310197871","https://openalex.org/W4360991247","https://openalex.org/W4383604692","https://openalex.org/W4384641458","https://openalex.org/W4385893887","https://openalex.org/W4391549756","https://openalex.org/W6797088404","https://openalex.org/W6852797925"],"related_works":["https://openalex.org/W1506300690","https://openalex.org/W2368927203","https://openalex.org/W2081348319","https://openalex.org/W3156433428","https://openalex.org/W1974622901","https://openalex.org/W4248151009","https://openalex.org/W3127991229","https://openalex.org/W2074627502","https://openalex.org/W2765338310","https://openalex.org/W2202315113"],"abstract_inverted_index":{"Abstract":[0],"The":[1],"primary":[2],"objective":[3],"of":[4,80,100,104,121],"an":[5],"effective":[6],"recommender":[7],"system":[8],"is":[9,50,94],"to":[10,27,41,142],"provide":[11],"accurate,":[12],"varied,":[13],"and":[14,30,77,108,149],"personalized":[15],"recommendations":[16],"that":[17,166],"align":[18],"with":[19,70,146],"the":[20,53,78,97,109,119,122],"user\u2019s":[21],"cognitive":[22],"intents.":[23],"Given":[24],"their":[25],"ability":[26],"represent":[28],"structural":[29],"semantic":[31],"information":[32,44,85,112,141,147],"effectively,":[33],"knowledge":[34],"graphs":[35],"(KGs)":[36],"are":[37],"increasingly":[38],"being":[39],"utilized":[40],"capture":[42,143],"auxiliary":[43,111],"for":[45,62],"recommendation":[46,158],"systems.":[47,159],"This":[48,115],"trend":[49],"supported":[51],"by":[52,96],"recent":[54],"advancements":[55],"in":[56,157],"graph":[57],"neural":[58],"network":[59],"(GNN)-based":[60],"models":[61,67],"KG-aware":[63],"recommendations.":[64,123],"However,":[65],"these":[66],"often":[68],"struggle":[69],"issues":[71],"such":[72],"as":[73],"insufficient":[74],"user-item":[75],"interactions":[76],"misalignment":[79],"user":[81,144],"intent":[82],"weights":[83],"during":[84],"propagation.":[86],"Additionally,":[87],"they":[88],"face":[89],"a":[90,101,130],"popularity":[91,151],"bias,":[92],"which":[93,137],"exacerbated":[95],"disproportionate":[98],"influence":[99],"small":[102],"number":[103],"highly":[105],"active":[106],"users":[107],"limited":[110],"about":[113],"items.":[114],"bias":[116,152],"significantly":[117],"curtails":[118],"effectiveness":[120],"To":[124],"address":[125],"this":[126],"issue,":[127],"we":[128],"propose":[129],"Knowledge-Enhanced":[131],"User":[132],"Cognitive":[133],"Intent":[134],"Network":[135],"(KeCAIN),":[136],"incorporates":[138],"item":[139],"category":[140],"intents":[145],"aggregation":[148],"eliminate":[150],"based":[153],"on":[154,161],"causal":[155],"reasoning":[156],"Experiments":[160],"three":[162],"real-world":[163],"datasets":[164],"show":[165],"KeCAIN":[167],"outperforms":[168],"state-of-the-art":[169],"baselines.":[170]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}