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Deep Reinforcement Learning for List-wise Recommendations

30 December 2017

Papers citing "Deep Reinforcement Learning for List-wise Recommendations"

28 / 28 papers shown

Title
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 78 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 75 44 0 03 Feb 2023
RLAS-BIABC: A Reinforcement Learning-Based Answer Selection Using the BERT Model Boosted by an Improved ABC Algorithm Hamid Gharagozlou J. Mohammadzadeh A. Bastanfard S. S. Ghidary 48 34 0 07 Jan 2023
Constrained Reinforcement Learning for Short Video Recommendation Qingpeng Cai Ruohan Zhan Chi Zhang Jie Zheng Guangwei Ding Pinghua Gong Dong Zheng Peng Jiang 67 6 0 26 May 2022
Sequential/Session-based Recommendations: Challenges, Approaches, Applications and Opportunities Shoujin Wang Qi Zhang Liang Hu Xiuzhen Zhang Yan Wang Charu C. Aggarwal 116 39 0 22 May 2022
Sequential Search with Off-Policy Reinforcement Learning Dadong Miao Yanan Wang Guoyu Tang Lin Liu Sulong Xu Bo Long Yun Xiao Lingfei Wu Yunjiang Jiang OffRL 41 3 0 01 Feb 2022
FINN.no Slates Dataset: A new Sequential Dataset Logging Interactions, allViewed Items and Click Responses/No-Click for Recommender Systems Research Simen Eide A. Frigessi Helge Jenssen David S. Leslie Joakim Rishaug Sofie Verrewaere 27 12 0 05 Nov 2021
D2RLIR : an improved and diversified ranking function in interactive recommendation systems based on deep reinforcement learning Vahid Baghi Seyed Mohammad Seyed Motehayeri A. Moeini R. Abedian 25 1 0 28 Oct 2021
A Survey of Deep Reinforcement Learning in Recommender Systems: A Systematic Review and Future Directions Xiaocong Chen L. Yao Julian McAuley Guanglin Zhou Xianzhi Wang AI4TS 79 62 0 08 Sep 2021
Top-N Recommendation with Counterfactual User Preference Simulation Mengyue Yang Quanyu Dai Zhenhua Dong Xu Chen Xiuqiang He Jun Wang CML BDL 114 68 0 02 Sep 2021
Reinforcement Learning to Optimize Lifetime Value in Cold-Start Recommendation Luo Ji Qin Qi Bingqing Han Hongxia Yang OffRL 55 28 0 20 Aug 2021
Cooperative Multi-Agent Transfer Learning with Level-Adaptive Credit Assignment Tianze Zhou Fubiao Zhang Kun Shao Kai Li Wenhan Huang ... Hangyu Mao Bin Wang Dong Li Wulong Liu Jianye Hao 82 17 0 01 Jun 2021
Deep Reinforcement Learning-Based Product Recommender for Online Advertising Milad Vaali Esfahaani Yanbo Xue P. Setoodeh OffRL 28 3 0 30 Jan 2021
Measuring Recommender System Effects with Simulated Users Sirui Yao Yoni Halpern Nithum Thain Xuezhi Wang Kang Lee Flavien Prost Ed H. Chi Jilin Chen Alex Beutel 104 49 0 12 Jan 2021
Knowledge Transfer via Pre-training for Recommendation: A Review and Prospect Zheni Zeng Chaojun Xiao Yuan Yao Ruobing Xie Zhiyuan Liu Fen Lin Leyu Lin Maosong Sun VLM 67 41 0 19 Sep 2020
A Text-based Deep Reinforcement Learning Framework for Interactive Recommendation Chaoyang Wang Zhiqiang Guo Jianjun Li Peng Pan Guohui Li 62 5 0 14 Apr 2020
Learning to Recommend via Meta Parameter Partition Liang Zhao Yang Wang Daxiang Dong Hao Tian OffRL CLL 79 7 0 04 Dec 2019
DEAR: Deep Reinforcement Learning for Online Advertising Impression in Recommender Systems Xiangyu Zhao Changsheng Gu Haoshenglun Zhang Xiwang Yang Xiaobing Liu Jiliang Tang Hui Liu OffRL 77 102 0 09 Sep 2019
Off-policy Learning for Multiple Loggers Li He Long Xia Wei Zeng Zhi-Ming Ma Yue Zhao Dawei Yin OffRL 57 10 0 23 Jul 2019
Combinatorial Keyword Recommendations for Sponsored Search with Deep Reinforcement Learning Zhipeng Li Jianwei Wu Lin Sun Tao Rong OffRL 36 2 0 18 Jul 2019
Toward Simulating Environments in Reinforcement Learning Based Recommendations Xiangyu Zhao Long Xia Zhuoye Ding Dawei Yin Jiliang Tang 82 25 0 27 Jun 2019
Advantage Amplification in Slowly Evolving Latent-State Environments Martin Mladenov Ofer Meshi Jayden Ooi Dale Schuurmans Craig Boutilier OffRL 82 9 0 29 May 2019
CoRide: Joint Order Dispatching and Fleet Management for Multi-Scale Ride-Hailing Platforms Jiarui Jin M. Zhou Weinan Zhang Minne Li Zilong Guo ... Xiaocheng Tang Chenxi Wang Jun Wang Guobin Wu Jieping Ye 54 100 0 27 May 2019
Deep Reinforcement Learning for Imbalanced Classification Enlu Lin Qiong Chen Xiaoming Qi OffRL 51 181 0 05 Jan 2019
Generative Adversarial User Model for Reinforcement Learning Based Recommendation System Xinshi Chen Shuang Li Hui Li Shaohua Jiang Yuan Qi Le Song 74 209 0 27 Dec 2018
Deep reinforcement learning for search, recommendation, and online advertising: a survey Xiangyu Zhao Long Xia Jiliang Tang Dawei Yin OffRL 86 84 0 18 Dec 2018
Action-conditional Sequence Modeling for Recommendation E. Smirnova HAI 18 0 0 07 Sep 2018
Recommendations with Negative Feedback via Pairwise Deep Reinforcement Learning Xiangyu Zhao Li Zhang Zhuoye Ding Long Xia Jiliang Tang Dawei Yin 114 336 0 19 Feb 2018