Alleviating Matthew Effect of Offline Reinforcement Learning in Interactive Recommendation-Reference-Cited by-同舟云学术

Alleviating Matthew Effect of Offline Reinforcement Learning in Interactive Recommendation

Published:2023-07-18 Issue: Volume: Page:
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Container-title:Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval
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Author:

Gao Chongming¹^ORCID,Huang Kexin¹^ORCID,Chen Jiawei²^ORCID,Zhang Yuan³^ORCID,Li Biao³^ORCID,Jiang Peng³^ORCID,Wang Shiqi⁴^ORCID,Zhang Zhong⁵^ORCID,He Xiangnan¹^ORCID

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

Link

https://dl.acm.org/doi/pdf/10.1145/3539618.3591636

Reference63 articles.

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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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