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Intrinsically Motivated Reinforcement Learning based Recommendation with Counterfactual Data Augmentation


Sep 17, 2022
Xiaocong Chen, Siyu Wang, Lina Yao, Lianyong Qi, Yong Li

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Interventional Recommendation with Contrastive Counterfactual Learning for Better Understanding User Preferences


Aug 13, 2022
Guanglin Zhou, Chengkai Huang, Xiaocong Chen, Lina Yao, Xiwei Xu, Chen Wang, Liming Zhu

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* conference 

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Deep Reinforcement Learning for Dynamic Recommendation with Model-agnostic Counterfactual Policy Synthesis


Aug 10, 2022
Siyu Wang, Xiaocong Chen, Lina Yao, Julian McAuley

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Model-agnostic Counterfactual Synthesis Policy for Interactive Recommendation


Apr 01, 2022
Siyu Wang, Xiaocong Chen, Lina Yao

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Adversarial Robustness of Deep Reinforcement Learning based Dynamic Recommender Systems


Dec 02, 2021
Siyu Wang, Yuanjiang Cao, Xiaocong Chen, Lina Yao, Xianzhi Wang, Quan Z. Sheng

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* arXiv admin note: text overlap with arXiv:2006.07934 

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Locality-Sensitive Experience Replay for Online Recommendation


Oct 21, 2021
Xiaocong Chen, Lina Yao, Xianzhi Wang, Julian McAuley

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A Survey of Deep Reinforcement Learning in Recommender Systems: A Systematic Review and Future Directions


Sep 09, 2021
Xiaocong Chen, Lina Yao, Julian McAuley, Guanglin Zhou, Xianzhi Wang

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Generative Adversarial Reward Learning for Generalized Behavior Tendency Inference


May 05, 2021
Xiaocong Chen, Lina Yao, Xianzhi Wang, Aixin Sun, Wenjie Zhang, Quan Z. Sheng

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Generative Adversarial U-Net for Domain-free Medical Image Augmentation


Jan 12, 2021
Xiaocong Chen, Yun Li, Lina Yao, Ehsan Adeli, Yu Zhang

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