On the Opportunities and Challenges of Offline Reinforcement Learning
for Recommender Systems

On the Opportunities and Challenges of Offline Reinforcement Learning for Recommender Systems

22 August 2023

Dietmar Jannach

Papers citing "On the Opportunities and Challenges of Offline Reinforcement Learning for Recommender Systems"

17 / 17 papers shown

Title
Retentive Decision Transformer with Adaptive Masking for Reinforcement Learning based Recommendation Systems Siyu Wang Xiaocong Chen Lina Yao OffRL 62 2 0 26 Mar 2024
A General Offline Reinforcement Learning Framework for Interactive Recommendation Teng Xiao Donglin Wang OffRL 64 74 0 01 Oct 2023
CausPref: Causal Preference Learning for Out-of-Distribution Recommendation Yue He Zimu Wang Peng Cui Hao Zou Yafeng Zhang Qiang Cui Yong Jiang OOD CML OODD 60 54 0 08 Feb 2022
Offline Reinforcement Learning for Mobile Notifications Yiping Yuan A. Muralidharan Preetam Nandy Miao Cheng Prakruthi Prabhakar OffRL 56 9 0 04 Feb 2022
Instrumental Variable Value Iteration for Causal Offline Reinforcement Learning Luofeng Liao Zuyue Fu Zhuoran Yang Yixin Wang Mladen Kolar Zhaoran Wang OffRL 80 36 0 19 Feb 2021
Offline Meta-level Model-based Reinforcement Learning Approach for Cold-Start Recommendation Yanan Wang Yong Ge Li Li Rui Chen Tong Xu OffRL 38 7 0 04 Dec 2020
Graph Neural Networks in Recommender Systems: A Survey Shiwen Wu Fei Sun Wentao Zhang Xu Xie Tengjiao Wang GNN 135 1,228 0 04 Nov 2020
BLOB : A Probabilistic Model for Recommendation that Combines Organic and Bandit Signals Otmane Sakhi Stephen Bonner D. Rohde Flavian Vasile 59 35 0 28 Aug 2020
Learning to Collaborate in Multi-Module Recommendation via Multi-Agent Reinforcement Learning without Communication Xu He Bo An Yanghua Li Haikai Chen Rongpin Wang Xinrun Wang Runsheng Yu Xin Zhe Li Zhirong Wang 51 29 0 21 Aug 2020
Explainability in Deep Reinforcement Learning Alexandre Heuillet Fabien Couthouis Natalia Díaz Rodríguez XAI 160 281 0 15 Aug 2020
Adversarial Attacks and Detection on Reinforcement Learning-Based Interactive Recommender Systems Yuanjiang Cao Xiaocong Chen Lina Yao Xianzhi Wang W. Zhang AAML 36 43 0 14 Jun 2020
Knowledge-guided Deep Reinforcement Learning for Interactive Recommendation Xiaocong Chen Chaoran Huang Lina Yao Xianzhi Wang Wei Liu Wenjie Zhang 107 35 0 17 Apr 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 178 2,171 0 14 Apr 2019
Virtual-Taobao: Virtualizing Real-world Online Retail Environment for Reinforcement Learning Jing-Cheng Shi Yang Yu Qing Da Shi-Yong Chen Anxiang Zeng OffRL 66 187 0 25 May 2018
Tactics of Adversarial Attack on Deep Reinforcement Learning Agents Yen-Chen Lin Zhang-Wei Hong Yuan-Hong Liao Meng-Li Shih Ming-Yuan Liu Min Sun AAML 85 415 0 08 Mar 2017
Deep Reinforcement Learning: An Overview Yuxi Li OffRL VLM 172 1,539 0 25 Jan 2017
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 677 31,512 0 16 Jan 2013