Large-scale Interactive Recommendation with Tree-structured Policy
Gradient

Large-scale Interactive Recommendation with Tree-structured Policy Gradient

14 November 2018

Xinyi Dai

Ruiming Tang

Yong Yu

Papers citing "Large-scale Interactive Recommendation with Tree-structured Policy Gradient"

15 / 15 papers shown

Title
DARLR: Dual-Agent Offline Reinforcement Learning for Recommender Systems with Dynamic Reward Yi Zhang Ruihong Qiu Xuwei Xu Jiajun Liu Sen Wang OffRL 39 0 0 12 May 2025
SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search Hanwen Du B. Peng Xia Ning 38 0 0 12 Oct 2024
Towards Validating Long-Term User Feedbacks in Interactive Recommendation Systems Hojoon Lee Dongyoon Hwang Kyushik Min Jaegul Choo 18 6 0 22 Aug 2023
AutoAssign+: Automatic Shared Embedding Assignment in Streaming Recommendation Ziru Liu Kecheng Chen Fengyi Song Bo Chen Xiangyu Zhao Huifeng Guo Ruiming Tang 21 3 0 14 Aug 2023
Conversational Tree Search: A New Hybrid Dialog Task Dirk Vath Lindsey Vanderlyn Ngoc Thang Vu 51 7 0 17 Mar 2023
Reinforcing User Retention in a Billion Scale Short Video Recommender System Qingpeng Cai Shuchang Liu Xueliang Wang Tianyou Zuo Wentao Xie Bin Yang Dong Zheng Peng Jiang Kun Gai OffRL 33 41 0 03 Feb 2023
Two-Stage Constrained Actor-Critic for Short Video Recommendation Qingpeng Cai Zhenghai Xue Chi Zhang Wanqi Xue Shuchang Liu ... Tianyou Zuo Wentao Xie Dong Zheng Peng Jiang Kun Gai OffRL CML 27 44 0 03 Feb 2023
Constrained Reinforcement Learning for Short Video Recommendation Qingpeng Cai Ruohan Zhan Chi Zhang Jie Zheng Guangwei Ding Pinghua Gong Dong Zheng Peng Jiang 33 6 0 26 May 2022
KuaiRec: A Fully-observed Dataset and Insights for Evaluating Recommender Systems Chongming Gao Shijun Li Wenqiang Lei Jiawei Chen Biao Li Peng Jiang Xiangnan He Jiaxin Mao Tat-Seng Chua 37 131 0 22 Feb 2022
Breaking the Linear Iteration Cost Barrier for Some Well-known Conditional Gradient Methods Using MaxIP Data-structures Anshumali Shrivastava Zhao Song Zhaozhuo Xu 27 28 0 30 Nov 2021
Reinforcement Learning based Path Exploration for Sequential Explainable Recommendation Yicong Li Hongxu Chen Yile Li Lin Li Philip S. Yu Guandong Xu 26 15 0 24 Nov 2021
Generative Adversarial Reward Learning for Generalized Behavior Tendency Inference Xiaocong Chen Lina Yao Xianzhi Wang Aixin Sun Wenjie Zhang Quan Z. Sheng 22 8 0 03 May 2021
Advances and Challenges in Conversational Recommender Systems: A Survey Chongming Gao Wenqiang Lei Xiangnan He Maarten de Rijke Tat-Seng Chua 138 273 0 23 Jan 2021
Toward Simulating Environments in Reinforcement Learning Based Recommendations Xiangyu Zhao Long Xia Zhuoye Ding Dawei Yin Jiliang Tang 30 25 0 27 Jun 2019
Deep reinforcement learning for search, recommendation, and online advertising: a survey Xiangyu Zhao Long Xia Jiliang Tang Dawei Yin OffRL 30 82 0 18 Dec 2018