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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"

26 / 26 papers shown

Title
A Survey on Generative Recommendation: Data, Model, and Tasks Min Hou Le Wu Yuxin Liao Yonghui Yang Zhen Zhang Changlong Zheng Han Wu Richang Hong DiffM LRM 132 0 0 31 Oct 2025
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 424 36 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 Jialin Li OffRL LRM 450 543 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 532 909 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 296 61 0 06 Mar 2025
EAGER-LLM: Enhancing Large Language Models as Recommenders through Exogenous Behavior-Semantic IntegrationThe Web Conference (WWW), 2025 Minjie Hong Yan Xia Liang Luo Jieming Zhu Ye Wang ... Xiaoda Yang Quanyu Dai Zhenhua Dong Zhimeng Zhang Zhou Zhao 212 17 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 1.2K 5,160 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 858 658 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 246 61 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 167 1 0 31 May 2024
OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework Jian Hu Xibin Wu Wei Shen OpenLLMAI Team Dehao Zhang ... Weikai Fang Xianyu Yu Cao Haotian Xu Yiming Liu VLM AI4CE 397 132 0 20 May 2024
Learnable Item Tokenization for Generative RecommendationInternational Conference on Information and Knowledge Management (CIKM), 2024 Wenjie Wang Honghui Bao Xinyu Lin J. Zhang Yongqi Li Fuli Feng See-Kiong Ng Tat-Seng Chua 228 86 0 12 May 2024
Enhancing Sequential Recommender with Large Language Models for Joint Video and Comment Recommendation Bowen Zheng Zihan Lin Enze Liu Chen Yang Enyang Bai Cheng Ling Wayne Xin Zhao Ji-Rong Wen 236 11 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 1.1K 3,549 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 290 332 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 267 65 0 05 Dec 2023
A Survey on Large Language Models for RecommendationWorld wide web (Bussum) (WWWB), 2023 Likang Wu Zhilan Zheng Zhaopeng Qiu Hao Wang Hongchao Gu ... Chen Zhu Hengshu Zhu Qi Liu Hui Xiong Enhong Chen 526 613 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 258 289 0 11 May 2023
How to Index Item IDs for Recommendation Foundation Models Qingfeng Lan Shuyuan Xu Yingqiang Ge Zelong Li 310 163 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 290 986 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 320 2,663 0 14 Apr 2019
Session-based Recommendation with Graph Neural Networks Shu Wu Yuyuan Tang Yanqiao Zhu Liang Wang Xing Xie Tieniu Tan GNN 233 1,740 0 01 Nov 2018
Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding Jiaxi Tang Ke Wang BDL 175 1,960 0 19 Sep 2018
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 602 3,071 0 20 Aug 2018
Improved Recurrent Neural Networks for Session-based Recommendations Yong Kiam Tan Xinxing Xu Yong-Jin Liu 155 797 0 27 Jun 2016
Session-based Recommendations with Recurrent Neural Networks Balázs Hidasi Alexandros Karatzoglou L. Baltrunas D. Tikk 330 2,536 0 21 Nov 2015