Advances and Challenges in Conversational Recommender Systems: A Survey

23 January 2021

Maarten de Rijke

Papers citing "Advances and Challenges in Conversational Recommender Systems: A Survey"

50 / 92 papers shown

Title
Search-Based Interaction For Conversation Recommendation via Generative Reward Model Based Simulated User Xinyu Wang Chunxuan Xia Junyi Li Fanzhe Meng Lei Huang Jinpeng Wang Wayne Xin Zhao Ji-Rong Wen 63 0 0 29 Apr 2025
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chengkai Huang Hongtao Huang Tong Yu Kaige Xie Junda Wu Shuai Zhang Julian McAuley Dietmar Jannach Lina Yao LRM AI4CE 24 0 0 23 Apr 2025
Multi-Type Context-Aware Conversational Recommender Systems via Mixture-of-Experts Jie Zou Cheng Lin Weikang Guo Zheng Wang Jiwei Wei Yang Yang Hengtao Shen HAI 43 0 0 18 Apr 2025
Should We Tailor the Talk? Understanding the Impact of Conversational Styles on Preference Elicitation in Conversational Recommender Systems Ivica Kostric K. Balog Ujwal Gadiraju 32 0 0 17 Apr 2025
Exploring the Impact of Personality Traits on Conversational Recommender Systems: A Simulation with Large Language Models Xiaoyan Zhao Yang Deng Wenjie Wang Hongzhan Lin Hong Cheng Rui Zhang See-Kiong Ng Tat-Seng Chua 40 0 0 09 Apr 2025
REGEN: A Dataset and Benchmarks with Natural Language Critiques and Narratives Kun Su Krishna Sayana H. Pham James Pine Yuri Vasilevski ... Marialena Kyriakidi Liam Hebert Ambarish Jash Anushya Subbiah Sukhdeep S. Sodhi 44 0 0 14 Mar 2025
Federated Conversational Recommender System Allen Lin Jianling Wang Ziwei Zhu James Caverlee FedML 31 0 0 02 Mar 2025
Vague Preference Policy Learning for Conversational Recommendation Gangyi Zhang Chongming Gao Wenqiang Lei Xiaojie Guo Shijun Li Hongshen Chen Zhuozhi Ding Sulong Xu Lingfei Wu 70 1 0 24 Feb 2025
Collaborative Retrieval for Large Language Model-based Conversational Recommender Systems Yaochen Zhu Chao Wan Harald Steck Dawen Liang Yesu Feng Nathan Kallus Wenlin Yao RALM 79 0 0 21 Feb 2025
Knowledge-Enhanced Conversational Recommendation via Transformer-based Sequential Modelling Jie Zou Aixin Sun Cheng Long Evangelos Kanoulas LMTD 99 4 0 03 Dec 2024
A Survey of Conversational Search Fengran Mo Kelong Mao Ziliang Zhao Hongjin Qian Haonan Chen Yiruo Cheng X. Li Bo Li Zhicheng Dou Jian-Yun Nie KELM 32 3 0 21 Oct 2024
Beyond Persuasion: Towards Conversational Recommender System with Credible Explanations Peixin Qin Chen Huang Yang Deng Wenqiang Lei Tat-Seng Chua LRM 27 3 0 22 Sep 2024
FLARE: Fusing Language Models and Collaborative Architectures for Recommender Enhancement Liam Hebert Marialena Kyriakidi Hubert Pham Krishna Sayana James Pine Sukhdeep S. Sodhi Ambarish Jash VLM 56 4 0 18 Sep 2024
Towards Empathetic Conversational Recommender Systems Xiaoyu Zhang Ruobing Xie Yougang Lyu Xin Xin Pengjie Ren Mingfei Liang Bo Zhang Zhanhui Kang Maarten de Rijke Zhaochun Ren 28 6 0 30 Aug 2024
Data-driven Conditional Instrumental Variables for Debiasing Recommender Systems Zhirong Huang Shichao Zhang Debo Cheng Jiuyong Li Lin Liu Guangquan Lu CML 23 0 0 19 Aug 2024
Navigating User Experience of ChatGPT-based Conversational Recommender Systems: The Effects of Prompt Guidance and Recommendation Domain Yizhe Zhang Yucheng Jin Li Chen Ting Yang 41 3 0 22 May 2024
Co-Matching: Towards Human-Machine Collaborative Legal Case Matching Chen Huang Xinwei Yang Yang Deng Wenqiang Lei Jiancheng Lv Tat-Seng Chua AILaw 39 2 0 16 May 2024
A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems Lixi Zhu Xiaowen Huang Jitao Sang 31 3 0 13 May 2024
FedConPE: Efficient Federated Conversational Bandits with Heterogeneous Clients Zhuohua Li Maoli Liu J. C. Lui FedML 32 5 0 05 May 2024
Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems Chuang Li Yang Deng Hengchang Hu Min-Yen Kan Haizhou Li 29 8 0 03 May 2024
Behavior Alignment: A New Perspective of Evaluating LLM-based Conversational Recommendation Systems Dayu Yang F. Chen Hui Fang ALM 32 7 0 17 Apr 2024
Concept -- An Evaluation Protocol on Conversational Recommender Systems with System-centric and User-centric Factors Chen Huang Peixin Qin Yang Deng Wenqiang Lei Jiancheng Lv Tat-Seng Chua 36 6 0 04 Apr 2024
How Reliable is Your Simulator? Analysis on the Limitations of Current LLM-based User Simulators for Conversational Recommendation Lixi Zhu Xiaowen Huang Jitao Sang 38 10 0 25 Mar 2024
A Temporal Graph Network Framework for Dynamic Recommendation Yejin Kim Youngbin Lee Vincent Yuan Annika Lee Yongjae Lee AI4CE 28 1 0 24 Mar 2024
Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation Se-eun Yoon Zhankui He J. Echterhoff Julian McAuley ELM LLMAG 34 19 0 13 Mar 2024
Large Language Models are Learnable Planners for Long-Term Recommendation Wentao Shi Xiangnan He Yang Zhang Chongming Gao Xinyue Li Jizhi Zhang Qifan Wang Fuli Feng 41 11 0 29 Feb 2024
The Future of Cognitive Strategy-enhanced Persuasive Dialogue Agents: New Perspectives and Trends Mengqi Chen Bin Guo Hao Wang Haoyu Li Qian Zhao Jingqi Liu Yasan Ding Yan Pan Zhiwen Yu LLMAG 38 1 0 07 Feb 2024
Parameter-Efficient Conversational Recommender System as a Language Processing Task Mathieu Ravaut Hao Zhang Lu Xu Aixin Sun Yong-jin Liu 35 11 0 25 Jan 2024
Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents Yang Deng Wenxuan Zhang Wai Lam See-Kiong Ng Tat-Seng Chua LM&Ro LLMAG 10 34 0 01 Nov 2023
Towards a Unified Conversational Recommendation System: Multi-task Learning via Contextualized Knowledge Distillation Yeongseo Jung Eunseo Jung Lei Chen 28 5 0 27 Oct 2023
Salespeople vs SalesBot: Exploring the Role of Educational Value in Conversational Recommender Systems Lidiya Murakhovs'ka Philippe Laban Tian Xie Caiming Xiong Chien-Sheng Wu 25 6 0 26 Oct 2023
Improving Conversational Recommendation Systems via Bias Analysis and Language-Model-Enhanced Data Augmentation Xi Wang Hossein A. Rahmani Jiqun Liu Emine Yilmaz 16 12 0 25 Oct 2023
Conversational Recommender System and Large Language Model Are Made for Each Other in E-commerce Pre-sales Dialogue Yuanxing Liu Wei-Nan Zhang Yifan Chen Yuchi Zhang Haopeng Bai Fan Feng Hengbin Cui Yongbin Li Wanxiang Che 36 20 0 23 Oct 2023
MuseChat: A Conversational Music Recommendation System for Videos Zhikang Dong Bin Chen Xiulong Liu Paweł Polak Peng Zhang LRM 39 26 0 10 Oct 2023
ChoiceMates: Supporting Unfamiliar Online Decision-Making with Multi-Agent Conversational Interactions Jeongeon Park Bryan Min Xiaojuan Ma Juho Kim Xiaojuan Ma Juho Kim 51 15 0 02 Oct 2023
GPT as a Baseline for Recommendation Explanation Texts Joyce Zhou Thorsten Joachims 13 3 0 16 Sep 2023
A Conversation is Worth A Thousand Recommendations: A Survey of Holistic Conversational Recommender Systems Chuang Li Hengchang Hu Yan Zhang Min-Yen Kan Haizhou Li 16 5 0 14 Sep 2023
Explainable Active Learning for Preference Elicitation Furkan Cantürk Reyhan Aydoğan 8 0 0 01 Sep 2023
Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations Xu Huang Jianxun Lian Yuxuan Lei Jing Yao Defu Lian Xing Xie LLMAG 26 87 0 31 Aug 2023
A Large Language Model Enhanced Conversational Recommender System Yue Feng Shuchang Liu Zhenghai Xue Qingpeng Cai Lantao Hu Peng Jiang Kun Gai Fei Sun LRM 16 40 0 11 Aug 2023
DiVa: An Iterative Framework to Harvest More Diverse and Valid Labels from User Comments for Music Hongru Liang Jingyao Liu Yuanxin Xiang Jiachen Du Lanjun Zhou Shushen Pan Wenqiang Lei Sichuan University 25 0 0 09 Aug 2023
Large Language Models are Competitive Near Cold-start Recommenders for Language- and Item-based Preferences Scott Sanner K. Balog Filip Radlinski Benjamin D. Wedin Lucas Dixon 18 99 0 26 Jul 2023
Alleviating the Long-Tail Problem in Conversational Recommender Systems Zhipeng Zhao Kun Zhou Xiaolei Wang Wayne Xin Zhao Fan Pan Zhao Cao Ji-Rong Wen 26 11 0 21 Jul 2023
AUGUST: an Automatic Generation Understudy for Synthesizing Conversational Recommendation Datasets Yu Lu Junwei Bao Zichen Ma Xiaoguang Han Youzheng Wu Shuguang Cui Xiaodong He 21 3 0 16 Jun 2023
Towards Building Voice-based Conversational Recommender Systems: Datasets, Potential Solutions, and Prospects Xinghua Qu Hongyang Liu Zhu Sun Xiang Yin Yew-Soon Ong Lu Lu Zejun Ma 29 3 0 14 Jun 2023
Improving Conversational Recommendation Systems via Counterfactual Data Simulation Xiaolei Wang Kun Zhou Xinyu Tang Wayne Xin Zhao Fan Pan Zhao Cao Ji-Rong Wen 27 14 0 05 Jun 2023
A Survey on Fairness-aware Recommender Systems Di Jin Luzhi Wang He Zhang Yizhen Zheng Weiping Ding Feng Xia Shirui Pan FaML 25 40 0 01 Jun 2023
Towards Explainable Conversational Recommender Systems Shuyu Guo Shuo Zhang Weiwei Sun Pengjie Ren Zhumin Chen Z. Ren LRM 13 13 0 27 May 2023
Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models Xiaolei Wang Xinyu Tang Wayne Xin Zhao Jingyuan Wang Ji-Rong Wen ALM 31 49 0 22 May 2023
Leveraging Large Language Models in Conversational Recommender Systems Luke Friedman Sameer Ahuja David Allen Zhenning Tan Hakim Sidahmed ... Ajay Patel Harsh Lara Brian Chu Zexiang Chen Manoj Kumar Tiwari 32 102 0 13 May 2023