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Towards Deep Conversational Recommendations

18 December 2018

Raymond Li

Samira Ebrahimi Kahou

Papers citing "Towards Deep Conversational Recommendations"

50 / 181 papers shown

Title
Enhancing Conversational Recommender Systems with Tree-Structured Knowledge and Pretrained Language Models Yongwen Ren Chao Wang Peng Du Chuan Qin Dazhong Shen H. Xiong KELM 88 0 0 16 Nov 2025
VOGUE: A Multimodal Dataset for Conversational Recommendation in Fashion David Guo Minqi Sun Yilun Jiang Jiazhou Liang Scott Sanner AI4TS 144 0 0 24 Oct 2025
Rank-GRPO: Training LLM-based Conversational Recommender Systems with Reinforcement Learning Yaochen Zhu Harald Steck Dawen Liang Yinhan He Vito Ostuni Jundong Li Nathan Kallus 124 0 0 23 Oct 2025
Limitations of Current Evaluation Practices for Conversational Recommender Systems and the Potential of User Simulation Nolwenn Bernard K. Balog 78 2 0 07 Oct 2025
AgentRec: Next-Generation LLM-Powered Multi-Agent Collaborative Recommendation with Adaptive Intelligence Bo Ma Hang Li ZeHua Hu XiaoFan Gui L. J. Liu Simon Lau 56 0 0 02 Oct 2025
Reinforced Strategy Optimization for Conversational Recommender Systems via Network-of-Experts Xiaoyan Zhao Ming Yan Yang Zhang Yang Deng Jian Wang Fengbin Zhu Yilun Qiu Hong Cheng Tat-Seng Chua 219 1 0 30 Sep 2025
MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation Mingjin Li Yu Liu Huayi Liu Xiang Ye Chao Jiang Hongguang Zhang Yu Ruan 168 0 0 30 Sep 2025
Paired by the Teacher: Turning Unpaired Data into High-Fidelity Pairs for Low-Resource Text Generation Yen-Ju Lu Thomas Thebaud Laureano Moro-Velazquez Najim Dehak Jesus Villalba 104 0 0 29 Sep 2025
MusiCRS: Benchmarking Audio-Centric Conversational Recommendation Rohan Surana Amit Namburi Gagan Mundada Abhay Lal Zachary Novack Julian McAuley Junda Wu 84 1 0 23 Sep 2025
ReGeS: Reciprocal Retrieval-Generation Synergy for Conversational Recommender Systems Dayu Yang H. Fang 56 0 0 22 Sep 2025
USB-Rec: An Effective Framework for Improving Conversational Recommendation Capability of Large Language ModelACM Conference on Recommender Systems (RecSys), 2025 Jianyu Wen Jingyun Wang Cilin Yan Jiayin Cai Xiaolong Jiang Ying Zhang 124 0 0 20 Sep 2025
Cloud-Device Collaborative Agents for Sequential Recommendation Jing Long Sirui Huang Huan Huo Tong Chen Hongzhi Yin Guandong Xu 55 0 0 01 Sep 2025
Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization Manato Tajiri Michimasa Inaba 109 0 0 27 Aug 2025
A Survey of Affective Recommender Systems: Modeling Attitudes, Emotions, and Moods for Personalization Tonmoy Hasan Razvan Bunescu AI4TS 72 0 0 27 Aug 2025
CARE: Contextual Adaptation of Recommenders for LLM-based Conversational Recommendation Chuang Li Yang Deng Hengchang Hu See-Kiong Ng Min-Yen Kan Haizhou Li 72 0 0 19 Aug 2025
Failure Prediction in Conversational Recommendation SystemsACM Conference on Recommender Systems (RecSys), 2025 Maria Vlachou 69 0 0 23 Jul 2025
Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions Yuanzhe Hu Yu Wang Julian McAuley LLMAG KELM 144 17 0 07 Jul 2025
SimLab: A Platform for Simulation-based Evaluation of Conversational Information Access Systems Nolwenn Bernard Sharath Chandra Etagi Suresh K. Balog ChengXiang Zhai 119 0 0 07 Jul 2025
Multi-Interest Recommendation: A Survey Zihao Li Qiang Chen Lixin Zou Aixin Sun Chenliang Li AI4TS 143 0 0 18 Jun 2025
Manifesto from Dagstuhl Perspectives Workshop 24352 -- Conversational Agents: A Framework for Evaluation (CAFE) Christine Bauer Li Chen Nicola Ferro N. Fuhr Avishek Anand ... Scott Sanner Benno Stein Johanne R. Trippas Karin Verspoor Martijn C Willemsen 129 0 0 08 Jun 2025
A Text-Based Recommender System that Leverages Explicit Affective State Preferences Tonmoy Hasan Razvan Bunescu 237 1 0 26 May 2025
In-context Ranking Preference Optimization Junda Wu Rohan Surana Zhouhang Xie Yiran Shen Yu Xia Tong Yu Ryan Rossi Prithviraj Ammanabrolu Julian McAuley 259 3 0 21 Apr 2025
Multi-Type Context-Aware Conversational Recommender Systems via Mixture-of-ExpertsInformation Fusion (Inf. Fusion), 2025 Jie Zou Cheng Lin Weikang Guo Zheng Wang Jiwei Wei Yang Yang Hengtao Shen HAI 198 1 0 18 Apr 2025
MSCRS: Multi-modal Semantic Graph Prompt Learning Framework for Conversational Recommender SystemsAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Yibiao Wei Jie Zou Weikang Guo Guoqing Wang Xing Xu Yang Yang 327 4 0 15 Apr 2025
Self-Adaptive Cognitive Debiasing for Large Language Models in Decision-Making Yougang Lyu Shijie Ren Yue Feng Zihan Wang Zhongfu Chen Zhaochun Ren Maarten de Rijke 592 1 0 05 Apr 2025
Towards Personalized Conversational Sales Agents: Contextual User Profiling for Strategic Action Kwangwook Seo Jeongeun Lee Soojin Yoon Seon Gyeom Kim Dongha Lee 522 2 0 28 Mar 2025
Empowering Retrieval-based Conversational Recommendation with Contrasting User PreferencesNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025 Heejin Kook Junyoung Kim Seongmin Park Jongwuk Lee 240 2 0 27 Mar 2025
Graph Retrieval-Augmented LLM for Conversational Recommendation SystemsPacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2025 Zhangchi Qiu Linhao Luo Zicheng Zhao Xiaojun Jia Alan Wee-Chung Liew RALM 166 6 0 09 Mar 2025
LLM-guided Plan and Retrieval: A Strategic Alignment for Interpretable User Satisfaction Estimation in DialogueNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025 Sangyeop Kim S. Park Jaewon Jung Jinseok Kim Sungzoon Cho 200 3 0 06 Mar 2025
Persuasion Should be Double-Blind: A Multi-Domain Dialogue Dataset With Faithfulness Based on Causal Theory of Mind Dingyi Zhang Deyu Zhou 166 5 0 28 Feb 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 230 3 0 24 Feb 2025
A Survey on LLM-powered Agents for Recommender Systems Qiyao Peng Hongtao Liu Hua Huang Qing Yang Minglai Shao LLMAG LRM 340 16 0 14 Feb 2025
Wizard of Shopping: Target-Oriented E-commerce Dialogue Generation with Decision Tree BranchingAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Xuelong Li Zhiyu Zoey Chen J. Choi Nikhita Vedula B. Fetahu Oleg Rokhlenko S. Malmasi 463 6 0 03 Feb 2025
Knowledge-Enhanced Conversational Recommendation via Transformer-based Sequential Modelling Jie Zou Aixin Sun Cheng Long Evangelos Kanoulas LMTD 408 9 0 03 Dec 2024
Stop Playing the Guessing Game! Target-free User Simulation for Evaluating Conversational Recommender Systems Sunghwan Kim Kwangwook Seo Kwangwook Seo Jinyoung Yeo Dongha Lee 199 3 0 25 Nov 2024
A Survey of Conversational Search Fengran Mo Kelong Mao Ziliang Zhao Hongjin Qian Haonan Chen Yiruo Cheng Xiaochen Li Yinlin Zhu Zhicheng Dou Jian-Yun Nie KELM 391 19 0 21 Oct 2024
Multi-trait User Simulation with Adaptive Decoding for Conversational Task AssistantsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Rafael Ferreira David Semedo João Magalhães 150 4 0 16 Oct 2024
Controlled Automatic Task-Specific Synthetic Data Generation for Hallucination Detection Yong Xie Karan Aggarwal Aitzaz Ahmad Stephen Lau 190 1 0 16 Oct 2024
Elaborative Subtopic Query Reformulation for Broad and Indirect Queries in Travel Destination Recommendation Qianfeng Wen Yifan Liu Joshua Zhang George Saad Anton Korikov Yury Sambale Scott Sanner 161 5 0 02 Oct 2024
Beyond Persuasion: Towards Conversational Recommender System with Credible ExplanationsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Peixin Qin Chen Huang Yang Deng Wenqiang Lei Tat-Seng Chua LRM 337 7 0 22 Sep 2024
Dialogue You Can Trust: Human and AI Perspectives on Generated Conversations Ike Ebubechukwu Johane Takeuchi Antonello Ceravola Frank Joublin 247 0 0 03 Sep 2024
Large Language Model Driven Recommendation Anton Korikov Scott Sanner Yashar Deldjoo Zhankui He Julian McAuley ... René Vidal M. Sathiamoorthy Atoosa Kasrizadeh Silvia Milano Francesco Ricci 264 0 0 20 Aug 2024
Leveraging Knowledge Graph Embedding for Effective Conversational Recommendation Yunwen Xia Hui Fang Zhiyuan Zhao Xuelong Li 130 0 0 02 Aug 2024
Zero-shot Persuasive Chatbots with LLM-Generated Strategies and Information Retrieval Kazuaki Furumai Roberto Legaspi Julio Vizcarra Yudai Yamazaki Yasutaka Nishimura Sina J. Semnani Kazushi Ikeda Weiyan Shi Monica S. Lam 224 13 0 04 Jul 2024
Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation Zhankui He Zhouhang Xie Harald Steck Dawen Liang Rahul Jha Nathan Kallus Julian McAuley 276 14 0 20 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 280 9 0 03 May 2024
Injecting Salesperson's Dialogue Strategies in Large Language Models with Chain-of-Thought Reasoning Wen-Yu Chang Yun-Nung Chen 254 12 0 29 Apr 2024
Simulating Task-Oriented Dialogues with State Transition Graphs and Large Language Models Chris Samarinas Pracha Promthaw Atharva Nijasure Hansi Zeng Julian Killingback Hamed Zamani 241 2 0 23 Apr 2024
Rethinking the Evaluation of Dialogue Systems: Effects of User Feedback on Crowdworkers and LLMs Clemencia Siro Mohammad Aliannejadi Maarten de Rijke 100 5 0 19 Apr 2024
Behavior Alignment: A New Perspective of Evaluating LLM-based Conversational Recommendation Systems Dayu Yang F. Chen Hui Fang ALM 163 21 0 17 Apr 2024