Causal Decision Transformer for Recommender Systems via Offline
Reinforcement Learning

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Causal Decision Transformer for Recommender Systems via Offline Reinforcement Learning

17 April 2023

Dietmar Jannach

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Papers citing "Causal Decision Transformer for Recommender Systems via Offline Reinforcement Learning"

19 / 19 papers shown

Title
Causal Learning for Trustworthy Recommender Systems: A Survey Jin Li Shoujin Wang Qi Zhang LongBing Cao Fang Chen Xiuzhen Zhang Dietmar Jannach Charu C. Aggarwal CML 66 1 0 13 Feb 2024
Reinforcement Learning for Generative AI: A Survey Yuanjiang Cao Quan.Z Sheng Julian McAuley Lina Yao SyDa 167 13 0 28 Aug 2023
Offline Reinforcement Learning as One Big Sequence Modeling Problem Michael Janner Qiyang Li Sergey Levine OffRL 158 686 0 03 Jun 2021
Attention is Not All You Need: Pure Attention Loses Rank Doubly Exponentially with Depth Yihe Dong Jean-Baptiste Cordonnier Andreas Loukas 147 388 0 05 Mar 2021
Position Information in Transformers: An Overview Philipp Dufter Martin Schmitt Hinrich Schütze 93 148 0 22 Feb 2021
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 152 821 0 18 Aug 2020
Conservative Q-Learning for Offline Reinforcement Learning Aviral Kumar Aurick Zhou George Tucker Sergey Levine OffRL OnRL 146 1,836 0 08 Jun 2020
MOReL : Model-Based Offline Reinforcement Learning Rahul Kidambi Aravind Rajeswaran Praneeth Netrapalli Thorsten Joachims OffRL 107 677 0 12 May 2020
Knowledge-guided Deep Reinforcement Learning for Interactive Recommendation Xiaocong Chen Chaoran Huang Lina Yao Xianzhi Wang Wei Liu Wenjie Zhang 126 36 0 17 Apr 2020
Model-Based Reinforcement Learning with Adversarial Training for Online Recommendation Xueying Bai Jian Guan Hongning Wang OffRL 80 76 0 10 Nov 2019
Reinforcement Knowledge Graph Reasoning for Explainable Recommendation Yikun Xian Zuohui Fu S. Muthukrishnan Gerard de Melo Yongfeng Zhang 76 470 0 12 Jun 2019
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 193 2,186 0 14 Apr 2019
Large-scale Interactive Recommendation with Tree-structured Policy Gradient Haokun Chen Xinyi Dai Han Cai Weinan Zhang Xuejian Wang Ruiming Tang Yuzhou Zhang Yong Yu 71 140 0 14 Nov 2018
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 190 2,452 0 20 Aug 2018
Virtual-Taobao: Virtualizing Real-world Online Retail Environment for Reinforcement Learning Jing-Cheng Shi Yang Yu Qing Da Shi-Yong Chen Anxiang Zeng OffRL 84 187 0 25 May 2018
Addressing Function Approximation Error in Actor-Critic Methods Scott Fujimoto H. V. Hoof David Meger OffRL 198 5,226 0 26 Feb 2018
Recommendations with Negative Feedback via Pairwise Deep Reinforcement Learning Xiangyu Zhao Li Zhang Zhuoye Ding Long Xia Jiliang Tang Dawei Yin 104 336 0 19 Feb 2018
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor Tuomas Haarnoja Aurick Zhou Pieter Abbeel Sergey Levine 317 8,432 0 04 Jan 2018
Continuous control with deep reinforcement learning Timothy Lillicrap Jonathan J. Hunt Alexander Pritzel N. Heess Tom Erez Yuval Tassa David Silver Daan Wierstra 332 13,295 0 09 Sep 2015

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