Deep Reinforcement Learning for List-wise Recommendations

Xiangyu Zhao, Liang Zhang, Zhuoye Ding, Dawei Yin, Yihong Zhao, Jiliang Tang

Type: Preprint

Publication Date: 2018-01-01

Citations: 109

DOI: https://doi.org/10.48550/arxiv.1801.00209

View Publication

Locations

arXiv (Cornell University) - View
DataCite API - View

Similar Works

Action	Title	Year	Authors
+ PDF Chat	Reinforcement Learning based Recommender Systems: A Survey	2022	M. Mehdi Afsar Trafford Crump Behrouz H. Far
+	Reinforcement learning based recommender systems: A survey	2021	M. Mehdi Afsar Trafford Crump Behrouz H. Far
+ PDF Chat	A Survey on Reinforcement Learning for Recommender Systems	2023	Yuanguo Lin Yong Liu Fan Lin Lixin Zou Pengcheng Wu Wenhua Zeng Huanhuan Chen Chunyan Miao
+	A Survey on Reinforcement Learning for Recommender Systems	2021	Yuanguo Lin Yong Liu Fan Lin Pengcheng Wu Wenhua Zeng Chunyan Miao
+	Deep Reinforcement Learning based Recommendation with Explicit User-Item Interactions Modeling	2018	Feng Liu Ruiming Tang Xutao Li Yunming Ye Haokun Chen Huifeng Guo Yuzhou Zhang
+	When Collaborative Filtering Meets Reinforcement Learning	2019	Yu Lei Wenjie Li
+	Recommendations with Negative Feedback via Pairwise Deep Reinforcement Learning	2018	Xiangyu Zhao Liang Zhang Zhuoye Ding Long Xia Jiliang Tang Dawei Yin
+ PDF Chat	Whole-Chain Recommendations	2020	Xiangyu Zhao Long Xia Lixin Zou Hui Liu Dawei Yin Jiliang Tang
+ PDF Chat	Hierarchical Reinforcement Learning for Temporal Abstraction of Listwise Recommendation	2024	Luo Ji Gao‐Min Liu Mingyang Yin Hongxia Yang Jingren Zhou
+	UNEX-RL: Reinforcing Long-Term Rewards in Multi-Stage Recommender Systems with UNidirectional EXecution	2024	Gengrui Zhang Yao Wang Xiaohong Chen Hongyi Qian Kaiqiao Zhan Ben Wang
+ PDF Chat	UNEX-RL: Reinforcing Long-Term Rewards in Multi-Stage Recommender Systems with UNidirectional EXecution	2024	Gengrui Zhang Yao Wang Xiaohong Chen Hongyi Qian Kaiqiao Zhan Ben Wang
+	Causal Decision Transformer for Recommender Systems via Offline Reinforcement Learning	2023	Siyu Wang Xiaocong Chen Dietmar Jannach Lina Yao
+	Deep reinforcement learning for page-wise recommendations	2018	Xiangyu Zhao Long Xia Liang Zhang Zhuoye Ding Dawei Yin Jiliang Tang
+	Rethinking Reinforcement Learning for Recommendation: A Prompt Perspective	2022	Xin Xin Tiago Pimentel Alexandros Karatzoglou Pengjie Ren Konstantina Christakopoulou Zhaochun Ren
+	Model-enhanced Contrastive Reinforcement Learning for Sequential Recommendation	2023	Chengpeng Li Zhengyi Yang Jizhi Zhang Jiancan Wu Dingxian Wang Xiangnan He Xiang Wang
+	Causal Decision Transformer for Recommender Systems via Offline Reinforcement Learning	2023	Siyu Wang Xiaocong Chen Dietmar Jannach Lina Yao
+ PDF Chat	Knowledge-guided Deep Reinforcement Learning for Interactive Recommendation	2020	Xiaocong Chen Chaoran Huang Lina Yao Xianzhi Wang Wei Liu Wenjie Zhang
+	D2RLIR : an improved and diversified ranking function in interactive recommendation systems based on deep reinforcement learning	2021	Vahid Baghi Seyed Mohammad Seyed Motehayeri Ali Moeini Rooholah Abedian
+	D2RLIR : an improved and diversified ranking function in interactive recommendation systems based on deep reinforcement learning	2021	Vahid Baghi Seyed Mohammad Seyed Motehayeri Ali Moeini Rooholah Abedian
+	AdaRec: Adaptive Sequential Recommendation for Reinforcing Long-term User Engagement	2023	Zhenghai Xue Qingpeng Cai Tianyou Zuo Bin Yang Lantao Hu Peng Jiang Kun Gai Bo An

Works That Cite This (53)

Action	Title	Year	Authors
+	A Survey of Deep Reinforcement Learning in Recommender Systems: A Systematic Review and Future Directions	2021	Xiaocong Chen Lina Yao Julian McAuley Guanglin Zhou Xianzhi Wang
+	A Text-based Deep Reinforcement Learning Framework for Interactive Recommendation	2020	Chaoyang Wang Zhiqiang Guo Jianjun Li Peng Pan Guohui Li
+	Learning to Recommend via Meta Parameter Partition	2019	Liang Zhao Yang Wang Daxiang Dong Hao Tian
+ PDF Chat	DEAR: Deep Reinforcement Learning for Online Advertising Impression in Recommender Systems	2021	Xiangyu Zhao Changsheng Gu Haoshenglun Zhang Xiwang Yang Xiaobing Liu Jiliang Tang Hui Liu
+ PDF Chat	Whole-Chain Recommendations	2020	Xiangyu Zhao Long Xia Lixin Zou Hui Liu Dawei Yin Jiliang Tang
+	Cooperative Multi-Agent Transfer Learning with Level-Adaptive Credit Assignment	2021	Tianze Zhou Fubiao Zhang Kun Shao Kai Li Wenhan Huang Jun Luo Weixun Wang Yaodong Yang Hangyu Mao Bin Wang
+	Deep Trustworthy Knowledge Tracing	2018	Heonseok Ha Uiwon Hwang Yongjun Hong Jahee Jang Sungroh Yoon
+	Black-Box Attacks on Sequential Recommenders via Data-Free Model Extraction	2021	Zhenrui Yue Zhankui He Huimin Zeng Julian McAuley
+ PDF Chat	AutoAssign+: Automatic Shared Embedding Assignment in streaming recommendation	2023	Ziru Liu Kecheng Chen Fengyi Song Bo Chen Xiangyu Zhao Huifeng Guo Ruiming Tang
+	Deep Reinforcement Learning-Based Product Recommender for Online Advertising	2021	Milad Vaali Esfahaani Yanbo Xue Peyman Setoodeh

Works Cited by This (8)

Action	Title	Year	Authors
+	Empirical Analysis of Predictive Algorithms for Collaborative Filtering	2013	John S. Breese David Heckerman Carl Kadie
+	Content-based book recommending using learning for text categorization	2000	Raymond J. Mooney Loriene Roy
+	Continuous control with deep reinforcement learning	2015	Timothy Lillicrap Jonathan J. Hunt Alexander Pritzel Nicolas Heess Tom Erez Yuval Tassa David Silver Daan Wierstra
+	Deep Reinforcement Learning with Attention for Slate Markov Decision Processes with High-Dimensional States and Actions	2015	Peter Sunehag Richard Evans Gabriel Dulac-Arnold Yori Zwólš Daniel Visentin Ben Coppin
+ PDF Chat	Deep Learning based Recommender System: A Survey and New Perspectives.	2017	Shuai Zhang Lina Yao Aixin Sun
+	Recommendations with Negative Feedback via Pairwise Deep Reinforcement Learning	2018	Xiangyu Zhao Liang Zhang Zhuoye Ding Long Xia Jiliang Tang Dawei Yin
+	Deep reinforcement learning for page-wise recommendations	2018	Xiangyu Zhao Long Xia Liang Zhang Zhuoye Ding Dawei Yin Jiliang Tang
+	Reinforcement Learning for Online Information Seeking	2018	Xiangyu Zhao Long Xia Jiliang Tang Dawei Yin