{"id":"https://openalex.org/W4402353013","doi":"https://doi.org/10.1109/ijcnn60899.2024.10651142","title":"Time-aware Self-Attention Meets Logic Reasoning in Recommender Systems","display_name":"Time-aware Self-Attention Meets Logic Reasoning in Recommender Systems","publication_year":2024,"publication_date":"2024-06-30","ids":{"openalex":"https://openalex.org/W4402353013","doi":"https://doi.org/10.1109/ijcnn60899.2024.10651142"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn60899.2024.10651142","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn60899.2024.10651142","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","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/A5023308874","display_name":"Zhijian Luo","orcid":"https://orcid.org/0009-0009-1617-8747"},"institutions":[{"id":"https://openalex.org/I160391749","display_name":"Jiaying University","ror":"https://ror.org/018jdfk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I160391749"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhijian Luo","raw_affiliation_strings":["Jiaying University,School of Computer,Meizhou,China"],"affiliations":[{"raw_affiliation_string":"Jiaying University,School of Computer,Meizhou,China","institution_ids":["https://openalex.org/I160391749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051036720","display_name":"Zihan Huang","orcid":"https://orcid.org/0000-0002-5781-4166"},"institutions":[{"id":"https://openalex.org/I160391749","display_name":"Jiaying University","ror":"https://ror.org/018jdfk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I160391749"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zihan Huang","raw_affiliation_strings":["Jiaying University,School of Computer,Meizhou,China"],"affiliations":[{"raw_affiliation_string":"Jiaying University,School of Computer,Meizhou,China","institution_ids":["https://openalex.org/I160391749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103182335","display_name":"Jiahui Tang","orcid":"https://orcid.org/0000-0002-4933-527X"},"institutions":[{"id":"https://openalex.org/I160391749","display_name":"Jiaying University","ror":"https://ror.org/018jdfk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I160391749"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiahui Tang","raw_affiliation_strings":["Jiaying University,School of Computer,Meizhou,China"],"affiliations":[{"raw_affiliation_string":"Jiaying University,School of Computer,Meizhou,China","institution_ids":["https://openalex.org/I160391749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055216607","display_name":"Yueen Hou","orcid":"https://orcid.org/0000-0002-5391-9737"},"institutions":[{"id":"https://openalex.org/I160391749","display_name":"Jiaying University","ror":"https://ror.org/018jdfk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I160391749"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yueen Hou","raw_affiliation_strings":["Jiaying University,School of Computer,Meizhou,China"],"affiliations":[{"raw_affiliation_string":"Jiaying University,School of Computer,Meizhou,China","institution_ids":["https://openalex.org/I160391749"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074126657","display_name":"Yanzeng Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I160391749","display_name":"Jiaying University","ror":"https://ror.org/018jdfk45","country_code":"CN","type":"education","lineage":["https://openalex.org/I160391749"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanzeng Gao","raw_affiliation_strings":["Jiaying University,School of Computer,Meizhou,China"],"affiliations":[{"raw_affiliation_string":"Jiaying University,School of Computer,Meizhou,China","institution_ids":["https://openalex.org/I160391749"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5023308874"],"corresponding_institution_ids":["https://openalex.org/I160391749"],"apc_list":null,"apc_paid":null,"fwci":0.8142,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.79007053,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"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":0.9925000071525574,"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":0.9901000261306763,"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/recommender-system","display_name":"Recommender system","score":0.8099095821380615},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7896944880485535},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.24419382214546204}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8099095821380615},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7896944880485535},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.24419382214546204}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn60899.2024.10651142","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn60899.2024.10651142","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.44999998807907104,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320324803","display_name":"Jiaying University","ror":"https://ror.org/018jdfk45"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1720514416","https://openalex.org/W1994389483","https://openalex.org/W2027731328","https://openalex.org/W2080320419","https://openalex.org/W2140310134","https://openalex.org/W2157881433","https://openalex.org/W2219888463","https://openalex.org/W2253995343","https://openalex.org/W2575006718","https://openalex.org/W2605350416","https://openalex.org/W2740920897","https://openalex.org/W2809307135","https://openalex.org/W2963367478","https://openalex.org/W2987577970","https://openalex.org/W2996931760","https://openalex.org/W3024683329","https://openalex.org/W3035178789","https://openalex.org/W3044549925","https://openalex.org/W3093531652","https://openalex.org/W3100446379","https://openalex.org/W3125645198","https://openalex.org/W3153088333","https://openalex.org/W4299286960","https://openalex.org/W6680830989","https://openalex.org/W6692935382","https://openalex.org/W6696105951"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W4317039510"],"abstract_inverted_index":{"At":[0],"the":[1,27,42,47,53,94,137,160,169],"age":[2],"of":[3,16,30,44,49,61],"big":[4],"data,":[5],"recommender":[6,31],"systems":[7],"have":[8,25],"shown":[9],"remarkable":[10],"success":[11],"as":[12,46],"a":[13,102],"key":[14],"means":[15],"information":[17,68,134],"filtering":[18],"in":[19,56,74,140],"our":[20],"daily":[21],"life.":[22],"Recent":[23],"years":[24],"witnessed":[26],"technical":[28],"development":[29],"systems,":[32],"from":[33],"perception":[34],"learning":[35],"to":[36,85,135,146],"cognition":[37],"reasoning":[38,57],"which":[39,69,113],"intuitively":[40],"build":[41],"task":[43],"recommendation":[45,77,111,171],"procedure":[48],"logical":[50,54],"reasoning.":[51],"However,":[52],"statement":[55],"implicitly":[58],"admits":[59],"irrelevance":[60],"ordering,":[62],"even":[63],"does":[64],"not":[65],"consider":[66],"time":[67,129],"plays":[70],"an":[71],"important":[72],"role":[73],"recommendation.":[75,122],"Furthermore,":[76],"model":[78],"incorporated":[79],"with":[80,105],"temporal":[81,115,124],"context":[82,131],"would":[83],"tend":[84],"be":[86],"self-attentive,":[87],"i.e.,":[88],"automatically":[89],"focus":[90],"more":[91],"(less)":[92],"on":[93,155],"relevance":[95],"(irrelevance),":[96],"respectively.In":[97],"this":[98],"paper,":[99],"we":[100],"propose":[101],"Time-aware":[103],"Self-Attention":[104],"Neural":[106],"Collaborative":[107],"Reasoning":[108],"(TiSANCR)":[109],"based":[110],"model,":[112],"integrates":[114],"patterns":[116,125,149],"and":[117,132,150,166],"self-attention":[118,143],"mechanism":[119],"into":[120],"reasoning-based":[121],"Specially,":[123],"represented":[126],"by":[127],"relative":[128],"provide":[130],"auxiliary":[133],"characterize":[136],"user\u2019s":[138],"preference":[139],"recommendation,":[141],"while":[142],"is":[144],"leveraged":[145],"distill":[147],"informative":[148],"suppress":[151],"irrelevances.":[152],"Extensive":[153],"experiments":[154],"benchmark":[156],"datasets":[157],"demonstrate":[158],"that":[159],"proposed":[161],"TiSANCR":[162],"achieves":[163],"significant":[164],"improvement":[165],"consistently":[167],"outperforms":[168],"state-of-the-art":[170],"methods.":[172]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}