Aligning Large Language Models for Controllable Recommendations

Aligning Large Language Models for Controllable Recommendations

8 March 2024

Xing Xie

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Papers citing "Aligning Large Language Models for Controllable Recommendations"

11 / 11 papers shown

Title
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning J. Lin Tian Wang Kun Qian LRM 117 7 0 31 Mar 2025
Process-Supervised LLM Recommenders via Flow-guided Tuning Chongming Gao Mengyao Gao Chenxiao Fan Shuai Yuan Wentao Shi Xiangnan He 126 7 0 10 Mar 2025
A Survey of Controllable Learning: Methods and Applications in Information Retrieval Chenglei Shen Xiao Zhang Teng Shi Changshuo Zhang Guofu Xie Jun Xu 135 6 0 03 Jan 2025
Mitigating Propensity Bias of Large Language Models for Recommender Systems Guixian Zhang Guan Yuan Debo Cheng Lin Liu Jiuyong Li Shichao Zhang 103 5 0 30 Sep 2024
AgentTuning: Enabling Generalized Agent Abilities for LLMs Aohan Zeng Mingdao Liu Rui Lu Bowen Wang Xiao Liu Yuxiao Dong Jie Tang LM&MA ALM LLMAG 105 185 0 19 Oct 2023
Recommender Systems in the Era of Large Language Models (LLMs) Zihuai Zhao Wenqi Fan Jiatong Li Yunqing Liu Xiaowei Mei ... Zhen Wen Fei Wang Xiangyu Zhao Jiliang Tang Qing Li KELM 159 344 0 05 Jul 2023
Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5) Shijie Geng Shuchang Liu Zuohui Fu Yingqiang Ge Yongfeng Zhang VLM AI4TS 122 486 0 24 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 888 13,207 0 04 Mar 2022
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 490 20,342 0 23 Oct 2019
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 184 2,446 0 20 Aug 2018
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 547 19,296 0 20 Jul 2017

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