Alleviating Matthew Effect of Offline Reinforcement Learning in Interactive Recommendation

Author:

Gao Chongming1ORCID,Huang Kexin1ORCID,Chen Jiawei2ORCID,Zhang Yuan3ORCID,Li Biao3ORCID,Jiang Peng3ORCID,Wang Shiqi4ORCID,Zhang Zhong5ORCID,He Xiangnan1ORCID

Affiliation:

1. University of Science and Technology of China, Hefei, China

2. Zhejiang University, Hangzhou, China

3. Kuaishou Technology Co., Ltd., Beijing, China

4. Chongqing University, Chongqing, China

5. University of Electronic Science and Technology of China, Chengdu, China

Funder

National Natural Science Foundation of China

National Key Research and Development Program of China

Publisher

ACM

Reference63 articles.

1. Reinforcement Learning based Recommender Systems: A Survey

2. Rishabh Agarwal , Dale Schuurmans , and Mohammad Norouzi . 2020 . An optimistic perspective on offline reinforcement learning . In International Conference on Machine Learning (ICML '20) . PMLR, 104--114. Rishabh Agarwal, Dale Schuurmans, and Mohammad Norouzi. 2020. An optimistic perspective on offline reinforcement learning. In International Conference on Machine Learning (ICML '20). PMLR, 104--114.

3. Algorithmic Effects on the Diversity of Consumption on Spotify

4. Qingpeng Cai , Shuchang Liu , Xueliang Wang , Tianyou Zuo , Wentao Xie , Bin Yang , Dong Zheng , Peng Jiang , and Kun Gai . 2023 a. Reinforcing User Retention in a Billion Scale Short Video Recommender System. arXiv preprint arXiv:2302.01724 ( 2023 ). Qingpeng Cai, Shuchang Liu, Xueliang Wang, Tianyou Zuo, Wentao Xie, Bin Yang, Dong Zheng, Peng Jiang, and Kun Gai. 2023 a. Reinforcing User Retention in a Billion Scale Short Video Recommender System. arXiv preprint arXiv:2302.01724 (2023).

5. Qingpeng Cai , Zhenghai Xue , Chi Zhang , Wanqi Xue , Shuchang Liu , Ruohan Zhan , Xueliang Wang , Tianyou Zuo , Wentao Xie , Dong Zheng , 2023 b. Two-Stage Constrained Actor-Critic for Short Video Recommendation. arXiv preprint arXiv:2302.01680 ( 2023 ). Qingpeng Cai, Zhenghai Xue, Chi Zhang, Wanqi Xue, Shuchang Liu, Ruohan Zhan, Xueliang Wang, Tianyou Zuo, Wentao Xie, Dong Zheng, et al. 2023 b. Two-Stage Constrained Actor-Critic for Short Video Recommendation. arXiv preprint arXiv:2302.01680 (2023).

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