PALR: Personalization Aware LLMs for Recommendation

12 May 2023

Fan Yang

Papers citing "PALR: Personalization Aware LLMs for Recommendation"

50 / 58 papers shown

Title
Avoid Recommending Out-of-Domain Items: Constrained Generative Recommendation with LLMs Hao Liao Wensheng Lu Jianxun Lian Mingqi Wu Shuo Wang Y. Zhang Yitian Huang Mingyang Zhou Xing Xie 10 0 0 06 May 2025
From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Rohan Surana Junda Wu Zhouhang Xie Yu Xia Harald Steck Dawen Liang Nathan Kallus Julian McAuley 24 0 0 21 Apr 2025
Exploring Persona-dependent LLM Alignment for the Moral Machine Experiment Jiseon Kim Jea Kwon L. Vecchietti Alice H. Oh Meeyoung Cha 23 0 0 15 Apr 2025
Prompt Optimization with Logged Bandit Data Haruka Kiyohara Daniel Yiming Cao Yuta Saito Thorsten Joachims 61 0 0 03 Apr 2025
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning J. Lin Tian Wang Kun Qian LRM 35 2 0 31 Mar 2025
Towards An Efficient LLM Training Paradigm for CTR Prediction Allen Lin Renqin Cai Yun He Hanchao Yu Jing Qian Rui Li Qifan Wang James Caverlee 39 0 0 02 Mar 2025
Large Language Model Distilling Medication Recommendation Model Qidong Liu Xian Wu Xiangyu Zhao Yuanshao Zhu Zijian Zhang Feng Tian Yefeng Zheng LM&MA 85 16 0 28 Jan 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
GOT4Rec: Graph of Thoughts for Sequential Recommendation Zewen Long Liang Wang Shu Wu Qiang Liu Liang Wang 76 1 0 22 Nov 2024
Token-level Proximal Policy Optimization for Query Generation Yichen Ouyang Lu Wang Fangkai Yang Pu Zhao Chenghua Huang ... Saravan Rajmohan Weiwei Deng Dongmei Zhang Feng Sun Qi Zhang OffRL 59 3 0 01 Nov 2024
ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning Millennium Bismay Xiangjue Dong James Caverlee LRM 29 3 0 30 Oct 2024
End-to-end Training for Recommendation with Language-based User Profiles Zhaolin Gao Joyce Zhou Yijia Dai Thorsten Joachims AI4Ed 49 3 0 24 Oct 2024
Stereotype or Personalization? User Identity Biases Chatbot Recommendations Anjali Kantharuban Jeremiah Milbauer Emma Strubell Graham Neubig 21 9 0 08 Oct 2024
Guided Profile Generation Improves Personalization with LLMs Jiarui Zhang 18 4 0 19 Sep 2024
RAG based Question-Answering for Contextual Response Prediction System Sriram Veturi Saurabh Vaichal Reshma Lal Jagadheesh Nafis Irtiza Tripto Nian Yan RALM 28 5 0 05 Sep 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 25 0 0 20 Aug 2024
Collaborative Cross-modal Fusion with Large Language Model for Recommendation Zhongzhou Liu Hao Zhang Kuicai Dong Yuan Fang 16 5 0 16 Aug 2024
Lifelong Personalized Low-Rank Adaptation of Large Language Models for Recommendation Jiachen Zhu Jianghao Lin Xinyi Dai Bo Chen Rong Shan Jieming Zhu Ruiming Tang Yong Yu Weinan Zhang OffRL 43 3 0 07 Aug 2024
SINKT: A Structure-Aware Inductive Knowledge Tracing Model with Large Language Model Lingyue Fu Hao Guan Kounianhua Du J. Lin Wei Xia Weinan Zhang Ruiming Tang Yasheng Wang Yong Yu AI4Ed KELM RALM 29 4 0 01 Jul 2024
CherryRec: Enhancing News Recommendation Quality via LLM-driven Framework Shaohuang Wang Lun Wang Yunhan Bu Tianwei Huang 30 2 0 18 Jun 2024
Exploring Safety-Utility Trade-Offs in Personalized Language Models Anvesh Rao Vijjini Somnath Basu Roy Chowdhury Snigdha Chaturvedi 33 6 0 17 Jun 2024
On Softmax Direct Preference Optimization for Recommendation Yuxin Chen Junfei Tan An Zhang Zhengyi Yang Leheng Sheng Enzhi Zhang Xiang Wang Tat-Seng Chua 29 23 0 13 Jun 2024
Large Language Models Make Sample-Efficient Recommender Systems Jianghao Lin Xinyi Dai Rong Shan Bo Chen Ruiming Tang Yong Yu Weinan Zhang 35 5 0 04 Jun 2024
A Survey of Generative Search and Recommendation in the Era of Large Language Models Yongqi Li Xinyu Lin Wenjie Wang Fuli Feng Liang Pang Wenjie Li Liqiang Nie Xiangnan He Tat-Seng Chua 3DV LRM 46 7 0 25 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
Make Large Language Model a Better Ranker Wenshuo Chao Zhi Zheng Hengshu Zhu Hao Liu ALM 28 7 0 28 Mar 2024
Evaluating Large Language Models as Generative User Simulators for Conversational Recommendation Se-eun Yoon Zhankui He J. Echterhoff Julian McAuley ELM LLMAG 14 19 0 13 Mar 2024
Aligning Large Language Models for Controllable Recommendations Wensheng Lu Jianxun Lian Wei Zhang Guanghua Li Mingyang Zhou Hao Liao Xing Xie ALM 39 15 0 08 Mar 2024
Federated Recommendation via Hybrid Retrieval Augmented Generation Huimin Zeng Zhenrui Yue Qian Jiang Dong Wang FedML 52 12 0 07 Mar 2024
On the Essence and Prospect: An Investigation of Alignment Approaches for Big Models Xinpeng Wang Shitong Duan Xiaoyuan Yi Jing Yao Shanlin Zhou Zhihua Wei Peng Zhang Dongkuan Xu Maosong Sun Xing Xie OffRL 33 16 0 07 Mar 2024
InteraRec: Screenshot Based Recommendations Using Multimodal Large Language Models Saketh Reddy Karra Theja Tulabandhula 22 0 0 26 Feb 2024
Language-Based User Profiles for Recommendation Joyce Zhou Yijia Dai Thorsten Joachims 27 8 0 23 Feb 2024
Personalized Large Language Models Stanislaw Wo'zniak Bartlomiej Koptyra Arkadiusz Janz P. Kazienko Jan Kocoñ 16 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 23 13 0 11 Feb 2024
Improving Sequential Recommendations with LLMs Artun Boz Wouter Zorgdrager Zoe Kotti Jesse Harte Panos Louridas Dietmar Jannach Vassilios Karakoidas Marios Fragkoulis KELM LRM 58 4 0 02 Feb 2024
LLMRS: Unlocking Potentials of LLM-Based Recommender Systems for Software Purchase Angela John Theophilus Aidoo Hamayoon Behmanush Irem B. Gunduz Hewan Shrestha M. R. Rahman Wolfgang Maass 38 2 0 12 Jan 2024
Exploring the Frontiers of LLMs in Psychological Applications: A Comprehensive Review Luoma Ke Song Tong Peng Cheng Kaiping Peng OffRL LM&MA 51 18 0 03 Jan 2024
DRDT: Dynamic Reflection with Divergent Thinking for LLM-based Sequential Recommendation Yu Wang Zhiwei Liu Jianguo Zhang Weiran Yao Shelby Heinecke Philip S. Yu AI4TS LRM 17 33 0 18 Dec 2023
RoleCraft-GLM: Advancing Personalized Role-Playing in Large Language Models Meiling Tao Xuechen Liang Tianyu Shi Lei Yu Yiting Xie 32 4 0 17 Dec 2023
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
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion Jinheon Baek N. Chandrasekaran Silviu Cucerzan Allen Herring S. Jauhar RALM KELM 11 36 0 10 Nov 2023
Extraction of Atypical Aspects from Customer Reviews: Datasets and Experiments with Language Models Smita Nannaware Erfan Al-Hossami Razvan Bunescu 8 0 0 05 Nov 2023
Filter bubbles and affective polarization in user-personalized large language model outputs Tomo Lazovich 8 2 0 31 Oct 2023
Integrating Summarization and Retrieval for Enhanced Personalization via Large Language Models Chris Richardson Yao Zhang Kellen Gillespie Sudipta Kar Arshdeep Singh Zeynab Raeesy Omar Zia Khan A. Sethy RALM 18 10 0 30 Oct 2023
LlamaRec: Two-Stage Recommendation using Large Language Models for Ranking Zhenrui Yue Sara Rabhi G. D. S. P. Moreira Dong Wang Even Oldridge LRM 44 36 0 25 Oct 2023
AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems Junjie Zhang Yupeng Hou Ruobing Xie Wenqi Sun Julian McAuley Wayne Xin Zhao Leyu Lin Ji-Rong Wen LLMAG 17 65 0 13 Oct 2023
Learning Personalized Alignment for Evaluating Open-ended Text Generation Danqing Wang Kevin Kaichuang Yang Hanlin Zhu Xiaomeng Yang Andrew Cohen Lei Li Yuandong Tian ALM LM&MA 8 8 0 05 Oct 2023
PlanFitting: Tailoring Personalized Exercise Plans with Large Language Models Donghoon Shin Gary Hsieh Young-Ho Kim 14 3 0 22 Sep 2023
Large Language Models for Generative Recommendation: A Survey and Visionary Discussions Lei Li Yongfeng Zhang Dugang Liu L. Chen 3DV LRM 27 67 0 03 Sep 2023
RecMind: Large Language Model Powered Agent For Recommendation Yancheng Wang Ziyan Jiang Zheng Chen Fan Yang Yingxue Zhou Eunah Cho Xing Fan Xiaojiang Huang Yanbin Lu Yingzhen Yang LLMAG LM&Ro LRM 25 85 0 28 Aug 2023