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A Survey on Conversational Recommender Systems

1 April 2020

Papers citing "A Survey on Conversational Recommender Systems"

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Title
Multi-Interest Recommendation: A Survey Zihao Li Qiang Chen Lixin Zou Aixin Sun Chenliang Li AI4TS 21 0 0 18 Jun 2025
Expectation Confirmation Preference Optimization for Multi-Turn Conversational Recommendation Agent Xueyang Feng Jingsen Zhang Jiakai Tang Wei Li Guohao Cai X. Chen Quanyu Dai Y. Zhu Zhenhua Dong 29 0 0 17 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 42 0 0 08 Jun 2025
Conversational Recommendation System using NLP and Sentiment Analysis Piyush Talegaonkar Siddhant Hole Shrinesh Kamble Prashil Gulechha Deepali Salapurkar 91 0 0 17 May 2025
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 127 0 0 29 Apr 2025
MATCHA: Can Multi-Agent Collaboration Build a Trustworthy Conversational Recommender? Zheng Hui Xiaokai Wei Yexi Jiang Kevin Gao Chen Wang Frank Ong Se-eun Yoon Rachit Pareek Michelle Gong LLMAG 110 0 0 26 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 89 1 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 89 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 75 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 78 2 0 09 Apr 2025
Are Generative AI Agents Effective Personalized Financial Advisors? Takehiro Takayanagi Kiyoshi Izumi Javier Sanz-Cruzado R. McCreadie I. Ounis AIFin 84 0 0 08 Apr 2025
Cognitive Debiasing Large Language Models for Decision-Making Yougang Lyu Shijie Ren Yue Feng Zihan Wang Zhongfu Chen Zhaochun Ren Maarten de Rijke 268 0 0 05 Apr 2025
Text2Tracks: Prompt-based Music Recommendation via Generative Retrieval Enrico Palumbo Gustavo Penha Andreas Damianou José Luis Redondo García Timothy Christopher Heath Alice Wang Hugues Bouchard M. Lalmas 139 0 0 31 Mar 2025
Towards Personalized Conversational Sales Agents: Contextual User Profiling for Strategic Action Tongyoung Kim Jeongeun Lee Soojin Yoon Seon Gyeom Kim Dongha Lee 91 1 0 28 Mar 2025
Empowering Retrieval-based Conversational Recommendation with Contrasting User Preferences Heejin Kook Junyoung Kim Seongmin Park Jongwuk Lee 101 0 0 27 Mar 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 98 0 0 14 Mar 2025
Graph Retrieval-Augmented LLM for Conversational Recommendation Systems Zhangchi Qiu Linhao Luo Zicheng Zhao Xiaojun Jia Alan Wee-Chung Liew RALM 89 0 0 09 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Yongqian Li LM&Ro LM&MA 267 3 0 07 Mar 2025
Federated Conversational Recommender System Allen Lin Jianling Wang Ziwei Zhu James Caverlee FedML 61 0 0 02 Mar 2025
Conversational Planning for Personal Plans Konstantina Christakopoulou Iris Qu John Canny Andrew Goodridge Cj Adams Minmin Chen Maja Matarić LLMAG LM&Ro 96 0 0 26 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 121 2 0 21 Feb 2025
A Survey on LLM-powered Agents for Recommender Systems Qiyao Peng Hongtao Liu Hua Huang Qing Yang Minglai Shao LLMAG LRM 170 5 0 14 Feb 2025
Is Conversational XAI All You Need? Human-AI Decision Making With a Conversational XAI Assistant Gaole He Nilay Aishwarya U. Gadiraju 97 10 0 29 Jan 2025
Diffusion Models in Recommendation Systems: A Survey Ting-Ruen Wei Yi Fang 235 3 0 17 Jan 2025
Fuzzy Norm-Explicit Product Quantization for Recommender Systems Mohammadreza Jamalifard Javier Andreu-Perez H. Hagras Luis Martínez López 158 0 0 08 Dec 2024
Knowledge-Enhanced Conversational Recommendation via Transformer-based Sequential Modelling Jie Zou Aixin Sun Cheng Long Evangelos Kanoulas LMTD 226 6 0 03 Dec 2024
Beyond Retrieval: Generating Narratives in Conversational Recommender Systems Krishna Sayana Raghavendra Vasudeva Yuri Vasilevski Kun Su Liam Hebert H. Pham Ambarish Jash Sukhdeep S. Sodhi 3DV 79 4 0 22 Oct 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 96 6 0 21 Oct 2024
SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search Hanwen Du Bo Peng Xia Ning 120 0 0 12 Oct 2024
Understanding How Psychological Distance Influences User Preferences in Conversational Versus Web Search Yitian Yang Yugin Tan Yang Chen Lin Jung-Tai King Zihan Liu Yi-Chieh Lee 42 0 0 30 Sep 2024
Beyond Persuasion: Towards Conversational Recommender System with Credible Explanations Peixin Qin Chen Huang Yang Deng Wenqiang Lei Tat-Seng Chua LRM 136 4 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 101 4 0 18 Sep 2024
On the Effect of Robot Errors on Human Teaching Dynamics Jindan Huang Isaac S. Sheidlower Reuben M. Aronson E. Short 60 2 0 15 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 129 0 0 20 Aug 2024
EventChat: Implementation and user-centric evaluation of a large language model-driven conversational recommender system for exploring leisure events in an SME context Hannes Kunstmann J. Ollier Joel Persson F. Wangenheim 87 0 0 05 Jul 2024
Engineering Conversational Search Systems: A Review of Applications, Architectures, and Functional Components Phillip Schneider Wessel Poelman Michael Rovatsos Florian Matthes 66 2 0 01 Jul 2024
Survey for Landing Generative AI in Social and E-commerce Recsys -- the Industry Perspectives Da Xu Danqing Zhang Guangyu Yang Bo Yang Shuyuan Xu Lingling Zheng Cindy Liang 45 3 0 10 Jun 2024
Large Language Models as Recommender Systems: A Study of Popularity Bias Jan Malte Lichtenberg Alexander K. Buchholz Pola Schwöbel 91 7 0 03 Jun 2024
Retrieval-Augmented Conversational Recommendation with Prompt-based Semi-Structured Natural Language State Tracking Sara Kemper Justin Cui Kai Dicarlantonio Kathy Lin Danjie Tang Anton Korikov Scott Sanner 73 12 0 25 May 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 114 3 0 22 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 105 10 0 03 May 2024
From Persona to Personalization: A Survey on Role-Playing Language Agents Jiangjie Chen Xintao Wang Rui Xu Siyu Yuan Yikai Zhang ... Caiyu Hu Siye Wu Scott Ren Ziquan Fu Yanghua Xiao 139 98 0 28 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 122 8 0 04 Apr 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley Anton Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 152 61 0 31 Mar 2024
DynaMITE-RL: A Dynamic Model for Improved Temporal Meta-Reinforcement Learning Anthony Liang Guy Tennenholtz Chih-Wei Hsu Yinlam Chow Erdem Biyik Craig Boutilier OffRL 86 1 0 25 Feb 2024
Generative Echo Chamber? Effects of LLM-Powered Search Systems on Diverse Information Seeking Nikhil Sharma Q. V. Liao Ziang Xiao 73 21 0 08 Feb 2024
A Multi-Agent Conversational Recommender System Jiabao Fang Shen Gao Fajie Yuan Preslav Nakov Suzan Verberne Zhaochun Ren LLMAG 79 24 0 02 Feb 2024
Parameter-Efficient Conversational Recommender System as a Language Processing Task Mathieu Ravaut Hao Zhang Lu Xu Aixin Sun Yong Liu 113 11 0 25 Jan 2024
"I Want It That Way": Enabling Interactive Decision Support Using Large Language Models and Constraint Programming Connor Lawless Jakob Schoeffer Lindy Le Kael Rowan Shilad Sen Cristina St. Hill Jina Suh Bahar Sarrafzadeh 77 14 0 12 Dec 2023
CoRE-CoG: Conversational Recommendation of Entities using Constrained Generation Harshvardhan Srivastava Kanav Pruthi Soumen Chakrabarti Mausam 96 1 0 14 Nov 2023