DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation

22 May 2025

Papers citing "DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation"

24 / 24 papers shown

Title
Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation Jiakai Tang Sunhao Dai Teng Shi Jun Xu X. Chen Wen Chen Wu Jian Yuning Jiang LRM 112 8 0 28 Mar 2025
Understanding R1-Zero-Like Training: A Critical Perspective Zichen Liu Changyu Chen Wenjun Li Penghui Qi Tianyu Pang Chao Du Wee Sun Lee Min Lin OffRL LRM 92 108 0 26 Mar 2025
DAPO: An Open-Source LLM Reinforcement Learning System at Scale Qiying Yu Zheng Zhang Ruofei Zhu Yufeng Yuan Xiaochen Zuo ... Ya Zhang Lin Yan Mu Qiao Yonghui Wu Mingxuan Wang OffRL LRM 100 131 0 18 Mar 2025
An Empirical Study on Eliciting and Improving R1-like Reasoning Models Zhongfu Chen Yingqian Min Beichen Zhang Jie Chen Jinhao Jiang ... Xu Miao Yaojie Lu Lei Fang Zhongyuan Wang Ji-Rong Wen ReLM OffRL LRM 96 32 0 06 Mar 2025
EAGER-LLM: Enhancing Large Language Models as Recommenders through Exogenous Behavior-Semantic Integration Minjie Hong Yan Xia Ziyi Wang Jieming Zhu Ye Wang ... Xiaoda Yang Quanyu Dai Zhenhua Dong Zhimeng Zhang Zhou Zhao 66 3 0 21 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 192 1,503 0 22 Jan 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zihao Huang Ziyao Xu Zhiyong Yang Zonghan Yang Zongyu Lin OffRL ALM AI4TS VLM LRM 173 250 0 22 Jan 2025
On Softmax Direct Preference Optimization for Recommendation Yuxin Chen Junfei Tan An Zhang Zhengyi Yang Leheng Sheng Enzhi Zhang Xiang Wang Tat-Seng Chua 60 27 0 13 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 58 1 0 31 May 2024
OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework Jian Hu Xibin Wu Weixun Wang OpenLLMAI Team Dehao Zhang Yu Cao AI4CE VLM 55 108 0 20 May 2024
A Large Language Model Enhanced Sequential Recommender for Joint Video and Comment Recommendation Bowen Zheng Zihan Lin Enze Liu Chen Yang Enyang Bai Cheng Ling Wayne Xin Zhao Ji-Rong Wen 77 5 0 20 Mar 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 75 953 0 05 Feb 2024
Understanding the planning of LLM agents: A survey Xu Huang Weiwen Liu Xiaolong Chen Xingmei Wang Hao Wang Defu Lian Yasheng Wang Ruiming Tang Enhong Chen LLMAG LM&Ro 75 146 0 05 Feb 2024
E4SRec: An Elegant Effective Efficient Extensible Solution of Large Language Models for Sequential Recommendation Xinhang Li Chong Chen Xiangyu Zhao Yong Zhang Chunxiao Xing 116 46 0 05 Dec 2023
A Survey on Large Language Models for Recommendation Likang Wu Zhilan Zheng Zhaopeng Qiu Hao Wang Hongchao Gu ... Chen Zhu Hengshu Zhu Qi Liu Hui Xiong Enhong Chen 106 379 0 31 May 2023
Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach Junjie Zhang Ruobing Xie Yupeng Hou Wayne Xin Zhao Leyu Lin Ji-Rong Wen 68 212 0 11 May 2023
How to Index Item IDs for Recommendation Foundation Models Wenyue Hua Shuyuan Xu Yingqiang Ge Yongfeng Zhang 36 110 0 11 May 2023
S^3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization Kun Zhou Haibo Wang Wayne Xin Zhao Yutao Zhu Sirui Wang Fuzheng Zhang Zhongyuan Wang Ji-Rong Wen 80 804 0 18 Aug 2020
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer Fei Sun Jun Liu Jian Wu Changhua Pei Xiao Lin Wenwu Ou Peng Jiang BDL HAI 125 2,129 0 14 Apr 2019
Session-based Recommendation with Graph Neural Networks Shu Wu Yuyuan Tang Yanqiao Zhu Liang Wang Xing Xie Tieniu Tan GNN 51 1,549 0 01 Nov 2018
Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding Jiaxi Tang Ke Wang BDL 48 1,682 0 19 Sep 2018
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 105 2,390 0 20 Aug 2018
Improved Recurrent Neural Networks for Session-based Recommendations Yong Kiam Tan Xinxing Xu Yong-Jin Liu 51 735 0 27 Jun 2016
Session-based Recommendations with Recurrent Neural Networks Balázs Hidasi Alexandros Karatzoglou L. Baltrunas D. Tikk 49 2,055 0 21 Nov 2015