{"id":"https://openalex.org/W3211329030","doi":"https://doi.org/10.1145/3459637.3482172","title":"Review-Aware Neural Recommendation with Cross-Modality Mutual Attention","display_name":"Review-Aware Neural Recommendation with Cross-Modality Mutual Attention","publication_year":2021,"publication_date":"2021-10-26","ids":{"openalex":"https://openalex.org/W3211329030","doi":"https://doi.org/10.1145/3459637.3482172","mag":"3211329030"},"language":"en","primary_location":{"id":"doi:10.1145/3459637.3482172","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3459637.3482172","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th ACM International Conference on Information &amp; Knowledge Management","raw_type":"proceedings-article"},"type":"conference-paper","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/A5001772913","display_name":"Songyin Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songyin Luo","raw_affiliation_strings":["Beijing Jiaotong University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028718925","display_name":"Xiangkui Lu","orcid":"https://orcid.org/0000-0002-3013-7345"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangkui Lu","raw_affiliation_strings":["Beijing Jiaotong University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100702644","display_name":"Jun Wu","orcid":"https://orcid.org/0000-0001-5733-3621"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Wu","raw_affiliation_strings":["Beijing Jiaotong University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004652202","display_name":"Jianbo Yuan","orcid":"https://orcid.org/0000-0001-7949-9841"},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jianbo Yuan","raw_affiliation_strings":["Amazon, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amazon, Seattle, WA, USA","institution_ids":["https://openalex.org/I1311688040"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"3293","last_page":"3297"},"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":0.9922999739646912,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9857000112533569,"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/encoder","display_name":"Encoder","score":0.7858961224555969},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7806058526039124},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7313120365142822},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.7229503393173218},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6910045742988586},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5464963912963867},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5341649651527405},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5206534266471863},{"id":"https://openalex.org/keywords/mutual-information","display_name":"Mutual information","score":0.5115004777908325},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.44099557399749756},{"id":"https://openalex.org/keywords/tower","display_name":"Tower","score":0.4287848174571991},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3866702914237976},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3661392331123352},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08180904388427734}],"concepts":[{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.7858961224555969},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7806058526039124},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7313120365142822},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.7229503393173218},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6910045742988586},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5464963912963867},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5341649651527405},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5206534266471863},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.5115004777908325},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.44099557399749756},{"id":"https://openalex.org/C2777831296","wikidata":"https://www.wikidata.org/wiki/Q12518","display_name":"Tower","level":2,"score":0.4287848174571991},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3866702914237976},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3661392331123352},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08180904388427734},{"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"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/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"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/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3459637.3482172","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3459637.3482172","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 30th ACM International Conference on Information &amp; Knowledge Management","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.41999998688697815,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1880262756","https://openalex.org/W2054141820","https://openalex.org/W2061873838","https://openalex.org/W2081332171","https://openalex.org/W2250539671","https://openalex.org/W2295739661","https://openalex.org/W2575006718","https://openalex.org/W2605350416","https://openalex.org/W2749348810","https://openalex.org/W2947936100","https://openalex.org/W2949655105","https://openalex.org/W2950947809","https://openalex.org/W3026230850","https://openalex.org/W3101887415","https://openalex.org/W3103867701"],"related_works":["https://openalex.org/W2968745142","https://openalex.org/W2809363009","https://openalex.org/W2348159088","https://openalex.org/W2045871438","https://openalex.org/W2350747448","https://openalex.org/W2368095327","https://openalex.org/W2122731942","https://openalex.org/W2402445420","https://openalex.org/W1485630101","https://openalex.org/W3211329030"],"abstract_inverted_index":{"Two-tower":[0],"neural":[1,101],"networks":[2],"are":[3,14],"popularly":[4],"used":[5],"in":[6,10,38,69],"review-aware":[7,108],"recommender":[8],"systems,":[9],"which":[11,58],"two":[12,35],"encoders":[13],"separately":[15],"employed":[16],"to":[17,71,77,99],"learn":[18,78],"representations":[19],"for":[20,81],"users":[21,82],"and":[22,62,67,75,83,103],"items":[23],"from":[24],"reviews.":[25],"However,":[26],"such":[27],"an":[28],"architecture":[29],"isolates":[30],"the":[31,93],"information":[32],"exchange":[33],"between":[34],"encoders,":[36],"resulting":[37],"suboptimal":[39],"recommendation":[40,110],"accuracy.":[41],"To":[42],"this":[43],"end,":[44],"we":[45],"propose":[46],"a":[47],"novel":[48],"two-tower":[49,100],"style":[50],"Neural":[51],"Recommendation":[52],"with":[53],"Cross-modality":[54],"Mutual":[55],"Attention":[56],"(NRCMA),":[57],"bridges":[59],"user":[60],"encoder":[61,64],"item":[63,109],"crossing":[65],"reviews":[66,76],"ratings,":[68],"order":[70],"select":[72],"informative":[73],"words":[74],"better":[79],"representation":[80],"items.":[84],"Extensive":[85],"experiments":[86],"on":[87],"three":[88],"benchmark":[89],"datasets":[90],"demonstrate":[91],"that":[92],"cross-modality":[94],"mutual":[95],"attention":[96],"is":[97],"beneficial":[98],"networks,":[102],"NRCMA":[104],"consistently":[105],"outperforms":[106],"state-of-the-art":[107],"techniques.":[111]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
