Title
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 59 0 0 26 Apr 2025
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models Tong Zhang 27 0 0 06 Apr 2025
A Survey of Scaling in Large Language Model Reasoning Zihan Chen Song Wang Zhen Tan Xingbo Fu Zhenyu Lei Peng Wang Huan Liu Cong Shen Jundong Li LRM 86 0 0 02 Apr 2025
LaViC: Adapting Large Vision-Language Models to Visually-Aware Conversational Recommendation Hyunsik Jeon Satoshi Koide Yu Wang Zhankui He Julian McAuley VLM 44 0 0 30 Mar 2025
Towards Personalized Conversational Sales Agents : Contextual User Profiling for Strategic Action Tongyoung Kim Jeongeun Lee Soojin Yoon S. Kim Dongha Lee 24 0 0 28 Mar 2025
Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models Chengkai Huang Junda Wu Yu Xia Zixu Yu Ruhan Wang ... Ryan Rossi B. Kveton Dongruo Zhou Julian McAuley Lina Yao 36 1 0 20 Mar 2025
Process-Supervised LLM Recommenders via Flow-guided Tuning Chongming Gao Mengyao Gao Chenxiao Fan Shuai Yuan Wentao Shi Xiangnan He 74 2 0 10 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 68 1 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 78 2 0 14 Feb 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Ji-Rong Wen 74 18 0 17 Jan 2025
LLMs as Debate Partners: Utilizing Genetic Algorithms and Adversarial Search for Adaptive Arguments Prakash Aryan 64 1 0 09 Dec 2024
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset Khaoula Chehbouni Jonathan Colaço-Carr Yash More Jackie CK Cheung G. Farnadi 73 0 0 12 Nov 2024
A Survey of Conversational Search Fengran Mo Kelong Mao Ziliang Zhao Hongjin Qian Haonan Chen Yiruo Cheng X. Li Y. X. Zhu Zhicheng Dou Jian-Yun Nie KELM 32 3 0 21 Oct 2024
Elaborative Subtopic Query Reformulation for Broad and Indirect Queries in Travel Destination Recommendation Qianfeng Wen Yifan Liu Joshua Zhang George Saad A. Korikov Yury Sambale Scott Sanner 20 3 0 02 Oct 2024
Conversational Exploratory Search of Scholarly Publications Using Knowledge Graphs Phillip Schneider Florian Matthes 21 0 0 01 Oct 2024
Large Language Model Driven Recommendation A. Korikov Scott Sanner Yashar Deldjoo Zhankui He Julian McAuley ... René Vidal Mahesh Sathiamoorthy Atoosa Kasrizadeh Silvia Milano Francesco Ricci 27 0 0 20 Aug 2024
Leveraging LLM Reasoning Enhances Personalized Recommender Systems Zhe Wang Adam Kraft Long Jin Chenwei Cai Anahita Hosseini Yuhua Ru Zemin Zhang Lichan Hong Ed H. Chi Xinyang Yi LRM 18 7 0 22 Jul 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 33 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 29 2 0 01 Jul 2024
ALI-Agent: Assessing LLMs' Alignment with Human Values via Agent-based Evaluation Jingnan Zheng Han Wang An Zhang Tai D. Nguyen Jun Sun Tat-Seng Chua LLMAG 38 14 0 23 May 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 21 6 0 20 May 2024
Bayesian Optimization with LLM-Based Acquisition Functions for Natural Language Preference Elicitation David Eric Austin A. Korikov Armin Toroghi Scott Sanner 20 9 0 02 May 2024
Behavior Alignment: A New Perspective of Evaluating LLM-based Conversational Recommendation Systems Dayu Yang F. Chen Hui Fang ALM 24 6 0 17 Apr 2024
Frontier AI Ethics: Anticipating and Evaluating the Societal Impacts of Generative Agents Seth Lazar SILM 29 0 0 10 Apr 2024
Exploring Autonomous Agents through the Lens of Large Language Models: A Review Saikat Barua LM&MA LLMAG 25 15 0 05 Apr 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley A. Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 26 40 0 31 Mar 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 33 9 0 25 Mar 2024
PERL: Parameter Efficient Reinforcement Learning from Human Feedback Hakim Sidahmed Samrat Phatale Alex Hutcheson Zhuonan Lin Zhan Chen ... Jessica Hoffmann Hassan Mansoor Wei Li Abhinav Rastogi Lucas Dixon 24 1 0 15 Mar 2024
Speak Out of Turn: Safety Vulnerability of Large Language Models in Multi-turn Dialogue Zhenhong Zhou Jiuyang Xiang Haopeng Chen Quan Liu Zherui Li Sen Su 32 19 0 27 Feb 2024
RecWizard: A Toolkit for Conversational Recommendation with Modular, Portable Models and Interactive User Interface Zeyuan Zhang Tanmay Laud Zihang He Xiaojie Chen Xinshuang Liu Zhouhang Xie Julian McAuley Zhankui He 21 1 0 23 Feb 2024
Can Large Language Models be Good Emotional Supporter? Mitigating Preference Bias on Emotional Support Conversation Dongjin Kang Sunghwan Kim Taeyoon Kwon Seungjun Moon Hyunsouk Cho Youngjae Yu Dongha Lee Jinyoung Yeo 25 14 0 20 Feb 2024
LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations Xinyuan Wang Liang Wu Liangjie Hong Hao Liu Yanjie Fu 29 18 0 14 Feb 2024
Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review A. Vats Vinija Jain Rahul Raja Aman Chadha LRM 28 13 0 11 Feb 2024
A Multi-Agent Conversational Recommender System Jiabao Fang Shen Gao Pengjie Ren Xiuying Chen Suzan Verberne Zhaochun Ren LLMAG 28 18 0 02 Feb 2024
Mapping the Design Space of Teachable Social Media Feed Experiences K. J. Kevin Feng Xander Koo Lawrence Tan Amy Bruckman David W. McDonald Amy X. Zhang 19 13 0 25 Jan 2024
Unveiling Bias in Fairness Evaluations of Large Language Models: A Critical Literature Review of Music and Movie Recommendation Systems Chandan Kumar Sah Xiaoli Lian Muhammad Mirajul Islam 24 7 0 08 Jan 2024
User Modeling in the Era of Large Language Models: Current Research and Future Directions Zhaoxuan Tan Meng-Long Jiang 16 8 0 11 Dec 2023
Modeling User Viewing Flow Using Large Language Models for Article Recommendation Zhenghao Liu Zulong Chen Moufeng Zhang Shaoyang Duan Hong Wen Liangyue Li Nan Li Yu Gu Ge Yu 15 6 0 12 Nov 2023
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion Jinheon Baek N. Chandrasekaran Silviu Cucerzan Allen Herring S. Jauhar RALM KELM 11 37 0 10 Nov 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 34 20 0 23 Oct 2023
MuseChat: A Conversational Music Recommendation System for Videos Zhikang Dong Bin Chen Xiulong Liu Paweł Polak Peng Zhang LRM 37 26 0 10 Oct 2023
Factual and Personalized Recommendations using Language Models and Reinforcement Learning Jihwan Jeong Yinlam Chow Guy Tennenholtz Chih-Wei Hsu Azamat Tulepbergenov Mohammad Ghavamzadeh Craig Boutilier 24 4 0 09 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 41 15 0 02 Oct 2023
PlanFitting: Tailoring Personalized Exercise Plans with Large Language Models Donghoon Shin Gary Hsieh Young-Ho Kim 19 3 0 22 Sep 2023
Modeling Recommender Ecosystems: Research Challenges at the Intersection of Mechanism Design, Reinforcement Learning and Generative Models Craig Boutilier Martin Mladenov Guy Tennenholtz OffRL CML 31 8 0 08 Sep 2023
Large Language Models for Generative Recommendation: A Survey and Visionary Discussions Lei Li Yongfeng Zhang Dugang Liu L. Chen 3DV LRM 32 71 0 03 Sep 2023
ReLLa: Retrieval-enhanced Large Language Models for Lifelong Sequential Behavior Comprehension in Recommendation Jianghao Lin Rongjie Shan Chenxu Zhu Kounianhua Du Bo Chen Shigang Quan Ruiming Tang Yong Yu Weinan Zhang LRM 21 79 0 22 Aug 2023
Large Language Models as Zero-Shot Conversational Recommenders Zhankui He Zhouhang Xie Rahul Jha Harald Steck Dawen Liang Yesu Feng Bodhisattwa Prasad Majumder Nathan Kallus Julian McAuley 19 128 0 19 Aug 2023
RAH! RecSys-Assistant-Human: A Human-Centered Recommendation Framework with LLM Agents Yubo Shu Haonan Zhang Hansu Gu Peng Zhang T. Lu Dongsheng Li Ning Gu 22 14 0 19 Aug 2023
When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities Jin Chen Zheng Liu Xunpeng Huang Chenwang Wu Qi Liu ... Yuxuan Lei Xiaolong Chen Xingmei Wang Defu Lian Enhong Chen ALM 17 110 0 31 Jul 2023