{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,23]],"date-time":"2026-04-23T07:59:22Z","timestamp":1776931162069,"version":"3.51.2"},"publisher-location":"New York, NY, USA","reference-count":52,"publisher":"ACM","funder":[{"name":"National Natural Science Foundation of China"},{"DOI":"10.13039\/501100001809","name":"Technical Innovation Guidance Plan of Shaanxi Province, China","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,12,9]]},"DOI":"10.1145\/3743093.3770941","type":"proceedings-article","created":{"date-parts":[[2025,12,6]],"date-time":"2025-12-06T08:06:16Z","timestamp":1765008376000},"page":"1-10","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Sequence-augmented Conversational Recommendation System Based on Diffusion Models for Personalized Cultural Exploration"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0009-0001-0872-6397","authenticated-orcid":false,"given":"Lun","family":"Tan","sequence":"first","affiliation":[{"name":"Xi'an Jiaotong University, Xi'an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-2855-7361","authenticated-orcid":false,"given":"Jun","family":"Gong","sequence":"additional","affiliation":[{"name":"Xi'an Jiaotong University, Xi'an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-4926-3809","authenticated-orcid":false,"given":"Jiakui","family":"Shen","sequence":"additional","affiliation":[{"name":"Xi'an Jiaotong University, Xi'an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-8624-4818","authenticated-orcid":false,"given":"Yunqi","family":"Mi","sequence":"additional","affiliation":[{"name":"Xi'an Jiaotong University, Xi'an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4392-8450","authenticated-orcid":false,"given":"Guoshuai","family":"Zhao","sequence":"additional","affiliation":[{"name":"Xi'an Jiaotong University, Xi'an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4560-8509","authenticated-orcid":false,"given":"Jialie","family":"Shen","sequence":"additional","affiliation":[{"name":"City St George's, University of London, London, United Kingdom"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3173-6307","authenticated-orcid":false,"given":"Xueming","family":"Qian","sequence":"additional","affiliation":[{"name":"Xi'an Jiaotong University, Xi'an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2025,12,6]]},"reference":[{"key":"e_1_3_3_2_2_2","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i11.26487"},{"key":"e_1_3_3_2_3_2","doi-asserted-by":"crossref","unstructured":"Qibin Chen Junyang Lin Yichang Zhang Ming Ding Yukuo Cen Hongxia Yang and Jie Tang. 2019. Towards knowledge-based recommender dialog system. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/1908.05391 (2019).","DOI":"10.18653\/v1\/D19-1189"},{"key":"e_1_3_3_2_4_2","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219894"},{"key":"e_1_3_3_2_5_2","doi-asserted-by":"publisher","DOI":"10.1145\/3539597.3570443"},{"key":"e_1_3_3_2_6_2","doi-asserted-by":"publisher","DOI":"10.1145\/3626772.3657755"},{"key":"e_1_3_3_2_7_2","doi-asserted-by":"publisher","DOI":"10.1145\/3404835.3462913"},{"key":"e_1_3_3_2_8_2","doi-asserted-by":"crossref","unstructured":"Yang Deng Wenxuan Zhang Weiwen Xu Wenqiang Lei Tat-Seng Chua and Wai Lam. 2023. A unified multi-task learning framework for multi-goal conversational recommender systems. ACM Transactions on Information Systems 41 3 (2023) 1\u201325.","DOI":"10.1145\/3570640"},{"key":"e_1_3_3_2_9_2","unstructured":"Jacob Devlin. 2018. Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/1810.04805 (2018)."},{"key":"e_1_3_3_2_10_2","doi-asserted-by":"crossref","unstructured":"Joseph\u00a0L Fleiss. 1971. Measuring nominal scale agreement among many raters.Psychological bulletin 76 5 (1971) 378.","DOI":"10.1037\/h0031619"},{"key":"e_1_3_3_2_11_2","unstructured":"Shirley\u00a0Anugrah Hayati Dongyeop Kang Qingxiaoyang Zhu Weiyan Shi and Zhou Yu. 2020. Inspired: Toward sociable recommendation dialog systems. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2009.14306 (2020)."},{"key":"e_1_3_3_2_12_2","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3681259"},{"key":"e_1_3_3_2_13_2","doi-asserted-by":"publisher","DOI":"10.1145\/3583780.3614949"},{"key":"e_1_3_3_2_14_2","doi-asserted-by":"publisher","DOI":"10.1145\/3336191.3371769"},{"key":"e_1_3_3_2_15_2","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403258"},{"key":"e_1_3_3_2_16_2","unstructured":"Mike Lewis. 2019. Bart: Denoising sequence-to-sequence pre-training for natural language generation translation and comprehension. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/1910.13461 (2019)."},{"key":"e_1_3_3_2_17_2","volume-title":"Advances in Neural Information Processing Systems","author":"Li Raymond","year":"2018","unstructured":"Raymond Li, Samira Ebrahimi\u00a0Kahou, Hannes Schulz, Vincent Michalski, Laurent Charlin, and Chris Pal. 2018. Towards Deep Conversational Recommendations. In Advances in Neural Information Processing Systems , S.\u00a0Bengio, H.\u00a0Wallach, H.\u00a0Larochelle, K.\u00a0Grauman, N.\u00a0Cesa-Bianchi, and R.\u00a0Garnett (Eds.), Vol.\u00a031. Curran Associates, Inc.https:\/\/proceedings.neurips.cc\/paper_files\/paper\/2018\/file\/800de15c79c8d840f4e78d3af937d4d4-Paper.pdf"},{"key":"e_1_3_3_2_18_2","doi-asserted-by":"crossref","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 (TOIS) 39 4 (2021) 1\u201329.","DOI":"10.1145\/3446427"},{"key":"e_1_3_3_2_19_2","unstructured":"Wendi Li Wei Wei Xiaoye Qu Xian-Ling Mao Ye Yuan Wenfeng Xie and Dangyang Chen. 2023. TREA: Tree-structure reasoning schema for conversational recommendation. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2307.10543 (2023)."},{"key":"e_1_3_3_2_20_2","doi-asserted-by":"crossref","unstructured":"Zihao Li Aixin Sun and Chenliang Li. 2023. Diffurec: A diffusion model for sequential recommendation. ACM Transactions on Information Systems 42 3 (2023) 1\u201328.","DOI":"10.1145\/3631116"},{"key":"e_1_3_3_2_21_2","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3681651"},{"key":"e_1_3_3_2_22_2","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v37i4.25567"},{"key":"e_1_3_3_2_23_2","doi-asserted-by":"publisher","DOI":"10.1145\/3583780.3615134"},{"key":"e_1_3_3_2_24_2","unstructured":"Yinhan Liu. 2019. Roberta: A robustly optimized bert pretraining approach. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/1907.11692 364 (2019)."},{"key":"e_1_3_3_2_25_2","unstructured":"Yunqi Mi Boyang Yan Guoshuai Zhao Jialie Shen and Xueming Qian. 2025. A Plug-and-play Model-agnostic Embedding Enhancement Approach for Explainable Recommendation. IEEE Transactions on Multimedia (2025). To appear."},{"key":"e_1_3_3_2_26_2","doi-asserted-by":"publisher","DOI":"10.1145\/3640457.3688061"},{"key":"e_1_3_3_2_27_2","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2023.emnlp-main.635"},{"key":"e_1_3_3_2_28_2","unstructured":"Alec Radford Jeffrey Wu Rewon Child David Luan Dario Amodei Ilya Sutskever et\u00a0al. 2019. Language models are unsupervised multitask learners. OpenAI blog 1 8 (2019) 9."},{"key":"e_1_3_3_2_29_2","unstructured":"A Rakhlin. 2016. Convolutional neural networks for sentence classification. GitHub 6 (2016) 25."},{"key":"e_1_3_3_2_30_2","doi-asserted-by":"publisher","DOI":"10.1145\/3404835.3462839"},{"key":"e_1_3_3_2_31_2","doi-asserted-by":"crossref","unstructured":"Xuhui Ren Hongzhi Yin Tong Chen Hao Wang Nguyen Quoc\u00a0Viet Hung Zi Huang and Xiangliang Zhang. 2020. Crsal: Conversational recommender systems with adversarial learning. ACM Transactions on Information Systems (TOIS) 38 4 (2020) 1\u201340.","DOI":"10.1145\/3394592"},{"key":"e_1_3_3_2_32_2","doi-asserted-by":"publisher","DOI":"10.1145\/3289600.3291007"},{"key":"e_1_3_3_2_33_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-93417-4_38"},{"key":"e_1_3_3_2_34_2","doi-asserted-by":"publisher","DOI":"10.1109\/CIC58953.2023.00027"},{"key":"e_1_3_3_2_35_2","doi-asserted-by":"publisher","DOI":"10.1145\/2484028.2484194"},{"key":"e_1_3_3_2_36_2","doi-asserted-by":"publisher","DOI":"10.1145\/2043932.2043957"},{"key":"e_1_3_3_2_37_2","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3681217"},{"key":"e_1_3_3_2_38_2","doi-asserted-by":"publisher","DOI":"10.1145\/3357384.3357895"},{"key":"e_1_3_3_2_39_2","doi-asserted-by":"publisher","DOI":"10.1145\/3209978.3210002"},{"key":"e_1_3_3_2_40_2","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2022.aacl-main.37"},{"key":"e_1_3_3_2_41_2","doi-asserted-by":"publisher","DOI":"10.1145\/3539618.3591663"},{"key":"e_1_3_3_2_42_2","doi-asserted-by":"publisher","DOI":"10.1145\/3534678.3539382"},{"key":"e_1_3_3_2_43_2","unstructured":"Feng Wu Guoshuai Zhao Tengjiao Li Jialie Shen and Xueming Qian. 2024. Improving Conversation Recommendation System Through Personalized Preference Modeling and Knowledge Graph. IEEE Transactions on Knowledge and Data Engineering (2024)."},{"key":"e_1_3_3_2_44_2","doi-asserted-by":"publisher","DOI":"10.1145\/3331184.3331388"},{"key":"e_1_3_3_2_45_2","doi-asserted-by":"crossref","unstructured":"Bowen Yang Cong Han Yu Li Lei Zuo and Zhou Yu. 2021. Improving Conversational Recommendation Systems\u2019 Quality with Context-Aware Item Meta Information. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/2112.08140 (2021).","DOI":"10.18653\/v1\/2022.findings-naacl.4"},{"key":"e_1_3_3_2_46_2","unstructured":"Zhengyi Yang Jiancan Wu Zhicai Wang Xiang Wang Yancheng Yuan and Xiangnan He. 2023. Generate what you prefer: Reshaping sequential recommendation via guided diffusion. Advances in Neural Information Processing Systems 36 (2023) 24247\u201324261."},{"key":"e_1_3_3_2_47_2","unstructured":"Zhengyi Yang Jiancan Wu Zhicai Wang Xiang Wang Yancheng Yuan and Xiangnan He. 2024. Generate what you prefer: Reshaping sequential recommendation via guided diffusion. Advances in Neural Information Processing Systems 36 (2024)."},{"key":"e_1_3_3_2_48_2","doi-asserted-by":"publisher","DOI":"10.1145\/3539597.3570426"},{"key":"e_1_3_3_2_49_2","doi-asserted-by":"publisher","DOI":"10.1145\/3269206.3271776"},{"key":"e_1_3_3_2_50_2","unstructured":"Yizhe Zhang Siqi Sun Michel Galley Yen-Chun Chen Chris Brockett Xiang Gao Jianfeng Gao Jingjing Liu and Bill Dolan. 1911. Dialogpt: Large-scale generative pre-training for conversational response generation. arXiv 2019. arXiv preprint arXiv:https:\/\/arXiv.org\/abs\/1911.00536 (1911)."},{"key":"e_1_3_3_2_51_2","doi-asserted-by":"publisher","DOI":"10.1145\/3664647.3680909"},{"key":"e_1_3_3_2_52_2","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403143"},{"key":"e_1_3_3_2_53_2","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401180"}],"event":{"name":"MMAsia '25: ACM Multimedia Asia","location":"Kuala Lumpur Malaysia","acronym":"MMAsia '25","sponsor":["SIGMM ACM Special Interest Group on Multimedia"]},"container-title":["Proceedings of the 7th ACM International Conference on Multimedia in Asia"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3743093.3770941","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,6]],"date-time":"2025-12-06T08:10:26Z","timestamp":1765008626000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3743093.3770941"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,6]]},"references-count":52,"alternative-id":["10.1145\/3743093.3770941","10.1145\/3743093"],"URL":"https:\/\/doi.org\/10.1145\/3743093.3770941","relation":{},"subject":[],"published":{"date-parts":[[2025,12,6]]},"assertion":[{"value":"2025-12-06","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}