{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,7]],"date-time":"2026-04-07T16:22:52Z","timestamp":1775578972932,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":62,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,7,6]],"date-time":"2022-07-06T00:00:00Z","timestamp":1657065600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Shandong University multidisciplinary research and innovation team of young scholars","award":["2020QNQT017"],"award-info":[{"award-number":["2020QNQT017"]}]},{"name":"Fundamental Research Funds of Shandong University"},{"name":"Key Scientific and Technological Innovation Program of Shandong Province","award":["2019JZZY010129"],"award-info":[{"award-number":["2019JZZY010129"]}]},{"name":"Dutch Ministry of Education, Culture and Science through the Netherlands Organisation for Scientific Research"},{"name":"Hybrid Intelligence Center"},{"name":"Natural Science Foundation of China","award":["61902219, 61972234, 62072279, 62102234"],"award-info":[{"award-number":["61902219, 61972234, 62072279, 62102234"]}]},{"name":"Tencent WeChat Rhino-Bird Focused Research Program","award":["JR-WXG-2021411"],"award-info":[{"award-number":["JR-WXG-2021411"]}]},{"name":"Meituan"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,7,6]]},"DOI":"10.1145\/3477495.3532077","type":"proceedings-article","created":{"date-parts":[[2022,7,7]],"date-time":"2022-07-07T15:12:08Z","timestamp":1657206728000},"page":"165-175","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":27,"title":["Variational Reasoning about User Preferences for Conversational Recommendation"],"prefix":"10.1145","author":[{"given":"Zhaochun","family":"Ren","sequence":"first","affiliation":[{"name":"Shandong University, Qingdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhi","family":"Tian","sequence":"additional","affiliation":[{"name":"Shandong University, Qingdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dongdong","family":"Li","sequence":"additional","affiliation":[{"name":"Shandong University, Qingdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Pengjie","family":"Ren","sequence":"additional","affiliation":[{"name":"Shandong University, Qingdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Liu","family":"Yang","sequence":"additional","affiliation":[{"name":"Shandong University, Qingdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xin","family":"Xin","sequence":"additional","affiliation":[{"name":"Shandong University, Qingdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Huasheng","family":"Liang","sequence":"additional","affiliation":[{"name":"WeChat, Tencent, Shenzhen, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maarten","family":"de Rijke","sequence":"additional","affiliation":[{"name":"University of Amsterdam, Amsterdam, Netherlands"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhumin","family":"Chen","sequence":"additional","affiliation":[{"name":"Shandong University, Qingdao, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2022,7,7]]},"reference":[{"key":"e_1_3_2_2_1_1","volume-title":"The Semantic Web","author":"Auer S\u00f6ren","unstructured":"S\u00f6ren Auer , Christian Bizer , Georgi Kobilarov , Jens Lehmann , Richard Cyganiak , and Zachary Ives . 2007. DBpedia: A Nucleus for a Web of Open Data . In The Semantic Web . Springer , 722--735. S\u00f6ren Auer, Christian Bizer, Georgi Kobilarov, Jens Lehmann, Richard Cyganiak, and Zachary Ives. 2007. DBpedia: A Nucleus for a Web of Open Data. In The Semantic Web. Springer, 722--735."},{"key":"e_1_3_2_2_2_1","doi-asserted-by":"publisher","DOI":"10.14236\/ewic\/HCI2012.5"},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D19-1189"},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219894"},{"key":"e_1_3_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939746"},{"key":"e_1_3_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/3404835.3462913"},{"key":"e_1_3_2_2_7_1","volume-title":"Proceedings of NAACL-HLT. 4171--4186","author":"Devlin Jacob","year":"2019","unstructured":"Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2019 . BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding . In Proceedings of NAACL-HLT. 4171--4186 . Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In Proceedings of NAACL-HLT. 4171--4186."},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P17-1045"},{"key":"e_1_3_2_2_9_1","volume-title":"Artificial Neural Networks (The Multilayer Perceptron) Review of Applications in the Atmospheric Sciences. Atmospheric environment 32, 14--15","author":"Gardner Matt W","year":"1998","unstructured":"Matt W Gardner and SR Dorling . 1998. Artificial Neural Networks (The Multilayer Perceptron) Review of Applications in the Atmospheric Sciences. Atmospheric environment 32, 14--15 ( 1998 ), 2627--2636. Matt W Gardner and SR Dorling. 1998. Artificial Neural Networks (The Multilayer Perceptron) Review of Applications in the Atmospheric Sciences. Atmospheric environment 32, 14--15 (1998), 2627--2636."},{"key":"e_1_3_2_2_10_1","volume-title":"Deep Learning","author":"Goodfellow Ian","unstructured":"Ian Goodfellow , Yoshua Bengio , and Aaron Courville . 2016. Deep Learning . MIT press . Ian Goodfellow, Yoshua Bengio, and Aaron Courville. 2016. Deep Learning. MIT press."},{"key":"e_1_3_2_2_11_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P16-1154"},{"key":"e_1_3_2_2_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/3295822"},{"key":"e_1_3_2_2_13_1","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1181"},{"key":"e_1_3_2_2_14_1","volume-title":"Proceedings of ICLR.","author":"Kingma Diederik P","year":"2015","unstructured":"Diederik P Kingma and Jimmy Ba . 2015 . Adam: A Method for Stochastic Optimization . In Proceedings of ICLR. Diederik P Kingma and Jimmy Ba. 2015. Adam: A Method for Stochastic Optimization. In Proceedings of ICLR."},{"key":"e_1_3_2_2_15_1","volume-title":"Proceedings of ICLR.","author":"Kingma Diederik P","year":"2014","unstructured":"Diederik P Kingma and Max Welling . 2014 . Auto-Encoding Variational Bayes . In Proceedings of ICLR. Diederik P Kingma and Max Welling. 2014. Auto-Encoding Variational Bayes. In Proceedings of ICLR."},{"key":"e_1_3_2_2_16_1","volume-title":"Proceedings of CCKS. 13--18","author":"Le Yuquan","year":"2018","unstructured":"Yuquan Le , Xian Li , Suixue Wang , Peng Wang , Haiqian Lin , and Guanyu Jiang . 2018 . CVTE SLU: A Hybrid System for Command Understanding Task Oriented to the Music Field . In Proceedings of CCKS. 13--18 . Yuquan Le, Xian Li, Suixue Wang, Peng Wang, Haiqian Lin, and Guanyu Jiang. 2018. CVTE SLU: A Hybrid System for Command Understanding Task Oriented to the Music Field. In Proceedings of CCKS. 13--18."},{"key":"e_1_3_2_2_17_1","doi-asserted-by":"publisher","DOI":"10.1145\/3404835.3463087"},{"key":"e_1_3_2_2_18_1","doi-asserted-by":"publisher","DOI":"10.1145\/3336191.3371769"},{"key":"e_1_3_2_2_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403258"},{"key":"e_1_3_2_2_20_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N16-1014"},{"key":"e_1_3_2_2_21_1","volume-title":"Proceedings of NeurIPS. 9748--9758","author":"Li Raymond","year":"2018","unstructured":"Raymond Li , Samira Ebrahimi Kahou , Hannes Schulz , Vincent Michalski , Laurent Charlin , and Chris Pal . 2018 . Towards Deep Conversational Recommendations . In Proceedings of NeurIPS. 9748--9758 . Raymond Li, Samira Ebrahimi Kahou, Hannes Schulz, Vincent Michalski, Laurent Charlin, and Chris Pal. 2018. Towards Deep Conversational Recommendations. In Proceedings of NeurIPS. 9748--9758."},{"key":"e_1_3_2_2_22_1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3446427","article-title":"Seamlessly Unifying Attributes and Items: Conversational Recommendation for Cold-start Users","volume":"39","author":"Li Shijun","year":"2021","unstructured":"Shijun Li , Wenqiang Lei , Qingyun Wu , Xiangnan He , Peng Jiang , and Tat-Seng Chua . 2021 . Seamlessly Unifying Attributes and Items: Conversational Recommendation for Cold-start Users . ACM Transactions on Information Systems 39 , 4 (2021), 1 -- 29 . Shijun Li, Wenqiang Lei, Qingyun Wu, Xiangnan He, Peng Jiang, and Tat-Seng Chua. 2021. Seamlessly Unifying Attributes and Items: Conversational Recommendation for Cold-start Users. ACM Transactions on Information Systems 39, 4 (2021), 1--29.","journal-title":"ACM Transactions on Information Systems"},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2019\/706"},{"key":"e_1_3_2_2_24_1","volume-title":"Deep Conversational Recommender in Travel. CoRR abs\/1907.00710","author":"Liao Lizi","year":"2019","unstructured":"Lizi Liao , Ryuichi Takanobu , Yunshan Ma , Xun Yang , Minlie Huang , and Tat-Seng Chua . 2019. Deep Conversational Recommender in Travel. CoRR abs\/1907.00710 ( 2019 ). Lizi Liao, Ryuichi Takanobu, Yunshan Ma, Xun Yang, Minlie Huang, and Tat-Seng Chua. 2019. Deep Conversational Recommender in Travel. CoRR abs\/1907.00710 (2019)."},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i04.5931"},{"key":"e_1_3_2_2_26_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-59413-8_20"},{"key":"e_1_3_2_2_27_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.acl-main.98"},{"key":"e_1_3_2_2_28_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.findings-acl.99"},{"key":"e_1_3_2_2_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401091"},{"key":"e_1_3_2_2_30_1","doi-asserted-by":"publisher","DOI":"10.1145\/3442381.3450123"},{"key":"e_1_3_2_2_31_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.emnlp-main.139"},{"key":"e_1_3_2_2_32_1","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401097"},{"key":"e_1_3_2_2_33_1","volume-title":"Machine Learning: A Probabilistic Perspective","author":"Murphy Kevin P","year":"2012","unstructured":"Kevin P Murphy . 2012 . Machine Learning: A Probabilistic Perspective . MIT press . Kevin P Murphy. 2012. Machine Learning: A Probabilistic Perspective. MIT press."},{"key":"e_1_3_2_2_34_1","doi-asserted-by":"publisher","DOI":"10.1145\/3404835.3462839"},{"key":"e_1_3_2_2_35_1","volume-title":"McCrae","author":"Sarkar Rajdeep","year":"2020","unstructured":"Rajdeep Sarkar , Koustava Goswami , Mihael Arcan , and John P . McCrae . 2020 . Suggest Me a Movie for Tonight: Leveraging Knowledge Graphs for Conversational Recommendation. In Proceedings of COLING. 4179--4189. Rajdeep Sarkar, Koustava Goswami, Mihael Arcan, and John P. McCrae. 2020. Suggest Me a Movie for Tonight: Leveraging Knowledge Graphs for Conversational Recommendation. In Proceedings of COLING. 4179--4189."},{"key":"e_1_3_2_2_36_1","volume-title":"Proceedings of ESWC. 593--607","author":"Schlichtkrull Michael","unstructured":"Michael Schlichtkrull , Thomas N Kipf , Peter Bloem , Rianne van den Berg, Ivan Titov, and Max Welling. 2018. Modeling Relational Data with Graph Convolutional Networks . In Proceedings of ESWC. 593--607 . Michael Schlichtkrull, Thomas N Kipf, Peter Bloem, Rianne van den Berg, Ivan Titov, and Max Welling. 2018. Modeling Relational Data with Graph Convolutional Networks. In Proceedings of ESWC. 593--607."},{"key":"e_1_3_2_2_37_1","doi-asserted-by":"publisher","DOI":"10.1145\/2740908.2742726"},{"key":"e_1_3_2_2_38_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v31i1.11164"},{"key":"e_1_3_2_2_39_1","doi-asserted-by":"publisher","DOI":"10.1145\/3209978.3210002"},{"key":"e_1_3_2_2_40_1","doi-asserted-by":"publisher","DOI":"10.5555\/1622467.1622479"},{"key":"e_1_3_2_2_41_1","doi-asserted-by":"publisher","DOI":"10.1145\/3340531.3411926"},{"key":"e_1_3_2_2_42_1","volume-title":"Proceedings of SIGIR.","author":"Tu Quan","year":"2022","unstructured":"Quan Tu , Shen Gao , Yanran Li , Jianwei Cui , Bin Wang , and Rui Yan . 2022 . Con- versational Recommendation via Hierarchical Information Modeling . In Proceedings of SIGIR. Quan Tu, Shen Gao, Yanran Li, Jianwei Cui, Bin Wang, and Rui Yan. 2022. Con- versational Recommendation via Hierarchical Information Modeling. In Proceedings of SIGIR."},{"key":"e_1_3_2_2_43_1","volume-title":"Proceedings of NeurIPS. 5998--6008","author":"Vaswani Ashish","year":"2017","unstructured":"Ashish Vaswani , Noam Shazeer , Niki Parmar , Jakob Uszkoreit , Llion Jones , Aidan N Gomez , ?ukasz Kaiser, and Illia Polosukhin . 2017 . Attention Is All You Need . In Proceedings of NeurIPS. 5998--6008 . Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, ?ukasz Kaiser, and Illia Polosukhin. 2017. Attention Is All You Need. In Proceedings of NeurIPS. 5998--6008."},{"key":"e_1_3_2_2_44_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i06.6592"},{"key":"e_1_3_2_2_45_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v31i1.10936"},{"key":"e_1_3_2_2_46_1","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2018.2866041"},{"key":"e_1_3_2_2_47_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/E17-1042"},{"key":"e_1_3_2_2_48_1","volume-title":"A Learning Algorithm for Continually Running Fully Recurrent Neural Networks. Neural computation 1, 2","author":"Williams Ronald J","year":"1989","unstructured":"Ronald J Williams and David Zipser . 1989. A Learning Algorithm for Continually Running Fully Recurrent Neural Networks. Neural computation 1, 2 ( 1989 ), 270--280. Ronald J Williams and David Zipser. 1989. A Learning Algorithm for Continually Running Fully Recurrent Neural Networks. Neural computation 1, 2 (1989), 270--280."},{"key":"e_1_3_2_2_49_1","doi-asserted-by":"publisher","DOI":"10.1145\/3437963.3441791"},{"key":"e_1_3_2_2_50_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v31i1.10804"},{"key":"e_1_3_2_2_51_1","volume-title":"Toward Building Conversational Recommender Systems: A Contextual Bandit Approach. arXiv preprint arXiv:1906.01219","author":"Zhang Xiaoying","year":"2019","unstructured":"Xiaoying Zhang , Hong Xie , Hang Li , and John Lui . 2019. Toward Building Conversational Recommender Systems: A Contextual Bandit Approach. arXiv preprint arXiv:1906.01219 ( 2019 ). Xiaoying Zhang, Hong Xie, Hang Li, and John Lui. 2019. Toward Building Conversational Recommender Systems: A Contextual Bandit Approach. arXiv preprint arXiv:1906.01219 (2019)."},{"key":"e_1_3_2_2_52_1","volume-title":"User Respond. In Proceedings of CIKM. 177--186","author":"Zhang Yongfeng","year":"2018","unstructured":"Yongfeng Zhang , Xu Chen , Qingyao Ai , Liu Yang , and W Bruce Croft . 2018 . Towards Conversational Search and Recommendation: System Ask , User Respond. In Proceedings of CIKM. 177--186 . Yongfeng Zhang, Xu Chen, Qingyao Ai, Liu Yang, and W Bruce Croft. 2018. Towards Conversational Search and Recommendation: System Ask, User Respond. In Proceedings of CIKM. 177--186."},{"key":"e_1_3_2_2_53_1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3317612","article-title":"Memory-augmented Dialogue Management for Task-oriented Dialogue Systems","volume":"37","author":"Zhang Zheng","year":"2019","unstructured":"Zheng Zhang , Minlie Huang , Zhongzhou Zhao , Feng Ji , Haiqing Chen , and Xiaoyan Zhu . 2019 . Memory-augmented Dialogue Management for Task-oriented Dialogue Systems . ACM Transactions on Information Systems 37 , 3 (2019), 1 -- 30 . Zheng Zhang, Minlie Huang, Zhongzhou Zhao, Feng Ji, Haiqing Chen, and Xiaoyan Zhu. 2019. Memory-augmented Dialogue Management for Task-oriented Dialogue Systems. ACM Transactions on Information Systems 37, 3 (2019), 1--30.","journal-title":"ACM Transactions on Information Systems"},{"key":"e_1_3_2_2_54_1","doi-asserted-by":"publisher","DOI":"10.1145\/2505515.2505690"},{"key":"e_1_3_2_2_55_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.emnlp-main.355"},{"key":"e_1_3_2_2_56_1","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403143"},{"key":"e_1_3_2_2_57_1","volume-title":"Xiaoke Wang, and Ji-Rong Wen.","author":"Zhou Kun","year":"2020","unstructured":"Kun Zhou , Yuanhang Zhou , Wayne Xin Zhao , Xiaoke Wang, and Ji-Rong Wen. 2020 . Towards Topic-Guided Conversational Recommender System. In Proceed- ings of COLING. 4128--4139. Kun Zhou, Yuanhang Zhou, Wayne Xin Zhao, Xiaoke Wang, and Ji-Rong Wen. 2020. Towards Topic-Guided Conversational Recommender System. In Proceed- ings of COLING. 4128--4139."},{"key":"e_1_3_2_2_58_1","doi-asserted-by":"publisher","DOI":"10.1145\/3488560.3498514"},{"key":"e_1_3_2_2_59_1","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401180"},{"key":"e_1_3_2_2_60_1","doi-asserted-by":"publisher","DOI":"10.1145\/3477495.3531852"},{"key":"e_1_3_2_2_61_1","doi-asserted-by":"publisher","DOI":"10.1145\/3336191.3371801"},{"key":"e_1_3_2_2_62_1","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401181"}],"event":{"name":"SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval","location":"Madrid Spain","acronym":"SIGIR '22","sponsor":["SIGIR ACM Special Interest Group on Information Retrieval"]},"container-title":["Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3477495.3532077","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3477495.3532077","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T18:10:35Z","timestamp":1750183835000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3477495.3532077"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7,6]]},"references-count":62,"alternative-id":["10.1145\/3477495.3532077","10.1145\/3477495"],"URL":"https:\/\/doi.org\/10.1145\/3477495.3532077","relation":{},"subject":[],"published":{"date-parts":[[2022,7,6]]},"assertion":[{"value":"2022-07-07","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}