DRDT: Dynamic Reflection with Divergent Thinking for LLM-based Sequential Recommendation

18 December 2023

Philip S. Yu

Papers citing "DRDT: Dynamic Reflection with Divergent Thinking for LLM-based Sequential Recommendation"

26 / 26 papers shown

Title
Think before Recommendation: Autonomous Reasoning-enhanced Recommender Xiaoyu Kong Junguang Jiang Bin Liu Ziru Xu Han Zhu Jian Xu Bo Zheng Jiancan Wu Xiang Wang LRM 140 0 0 27 Oct 2025
On Negative-aware Preference Optimization for Recommendation Chenlu Ding Daoxuan Liu Jiancan Wu Xingyu Hu Junkang Wu Haitao Wang Yongkang Wang Xingxing Wang Xiang Wang 128 0 0 13 Aug 2025
Uncertainty-Aware Semantic Decoding for LLM-Based Sequential Recommendation Chenke Yin Li Fan Jia Wang D. Hu H. Zhang Chong Zhang Yang Xiang 162 1 0 10 Aug 2025
Scalable, Symbiotic, AI and Non-AI Agent Based Parallel Discrete Event Simulations Atanu Barai S. Eidenbenz N. Santhi 168 0 0 28 May 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 294 7 0 23 Apr 2025
AdaptRec: A Self-Adaptive Framework for Sequential Recommendations with Large Language Models Tong Zhang 205 1 0 06 Apr 2025
LLMSeR: Enhancing Sequential Recommendation via LLM-based Data Augmentation Yuqi Sun Qiang Liu Haiping Zhu Feng Tian 300 0 0 16 Mar 2025
Taxonomy-Guided Zero-Shot Recommendations with LLMsInternational Conference on Computational Linguistics (COLING), 2024 Yueqing Liang Liangwei Yang Chen Wang Xiongxiao Xu Philip S. Yu Kai Shu 316 13 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 404 17 0 14 Feb 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical AnalysisACM Transactions on Knowledge Discovery from Data (TKDD), 2024 Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Ji-Rong Wen 426 25 0 17 Jan 2025
SPRec: Self-Play to Debias LLM-based RecommendationThe Web Conference (WWW), 2024 Chongming Gao Ruijun Chen Shuai Yuan Kexin Huang Yuanqing Yu Xiangnan He 248 0 0 12 Dec 2024
PRACT: Optimizing Principled Reasoning and Acting of LLM AgentConference on Computational Natural Language Learning (CoNLL), 2024 Zhiwei Liu Weiran Yao Jianguo Zhang Rithesh Murthy Liangwei Yang ... Juan Carlos Niebles Shelby Heinecke Huan Wang Silvio Savarese Caiming Xiong 184 4 0 24 Oct 2024
Adaptive Self-Supervised Learning Strategies for Dynamic On-Device LLM Personalization Rafael Mendoza Isabella Cruz Richard Liu Aarav Deshmukh David Williams Jesscia Peng Rohan Iyer 305 3 0 25 Sep 2024
When Search Engine Services meet Large Language Models: Visions and Challenges Haoyi Xiong Jiang Bian Yuchen Li Xuhong Li Jundong Li Shuaiqiang Wang D. Yin Sumi Helal 340 77 0 28 Jun 2024
UNO Arena for Evaluating Sequential Decision-Making Capability of Large Language Models Zhanyue Qin Haochuan Wang Deyuan Liu Ziyang Song Cunhang Fan ... Zhen Lei Zhiying Tu Dianhui Chu Xiaoyan Yu Dianbo Sui ELM LRM 199 5 0 24 Jun 2024
Large Language Models Enhanced Sequential Recommendation for Long-tail User and Item Qidong Liu Xian Wu Xiangyu Zhao Yejing Wang Zijian Zhang Feng Tian Yefeng Zheng 207 1 0 31 May 2024
Agent Design Pattern Catalogue: A Collection of Architectural Patterns for Foundation Model based AgentsJournal of Systems and Software (JSS), 2024 Yue Liu Sin Kit Lo Qinghua Lu Liming Zhu Dehai Zhao Xiwei Xu Stefan Harrer Jon Whittle LLMAG AI4CE 283 33 0 16 May 2024
Efficient and Responsible Adaptation of Large Language Models for Robust Top-k Recommendations Kirandeep Kaur Chirag Shah 217 4 0 01 May 2024
Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation Ziyan Wang Yingpeng Du Zhu Sun Haoyan Chua Kaidong Feng Wenya Wang Jie Zhang LRM KELM 216 8 0 25 Mar 2024
CoRAL: Collaborative Retrieval-Augmented Large Language Models Improve Long-tail RecommendationKnowledge Discovery and Data Mining (KDD), 2024 Junda Wu Cheng-Chun Chang Tong Yu Zhankui He Jianing Wang Yupeng Hou Julian McAuley LRM RALM 218 68 0 11 Mar 2024
AgentOhana: Design Unified Data and Training Pipeline for Effective Agent Learning Jianguo Zhang Tian Lan Rithesh Murthy Zhiwei Liu Weiran Yao ... Juan Carlos Niebles Silvio Savarese Shelby Heinecke Huan Wang Caiming Xiong LLMAG 340 49 0 23 Feb 2024
AgentLite: A Lightweight Library for Building and Advancing Task-Oriented LLM Agent System Zhiwei Liu Weiran Yao Jianguo Zhang Liangwei Yang Zuxin Liu ... Jason M. Wu Huan Wang Shelby Heinecke Caiming Xiong Silvio Savarese LLMAG 186 49 0 23 Feb 2024
Rec-GPT4V: Multimodal Recommendation with Large Vision-Language Models Yuqing Liu Yu Wang Lichao Sun Philip S. Yu 178 16 0 13 Feb 2024
Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review A. Vats Vinija Jain Rahul Raja Vasu Sharma LRM 249 22 0 11 Feb 2024
Large Language Models as Hyper-Heuristics for Combinatorial Optimization Haoran Ye Jiarui Wang Zhiguang Cao Federico Berto Chuanbo Hua Haeyeon Kim Jinkyoo Park Guojie Song 312 4 0 02 Feb 2024
How Can Recommender Systems Benefit from Large Language Models: A Survey Jianghao Lin Xinyi Dai Yunjia Xi Weiwen Liu Bo Chen ... Chenxu Zhu Huifeng Guo Yong Yu Ruiming Tang Weinan Zhang LRM 375 302 0 09 Jun 2023