Sequential Recommendation for Optimizing Both Immediate Feedback and Long-term Retention

Author:

Liu Ziru1ORCID,Liu Shuchang2ORCID,Zhang Zijian1ORCID,Cai Qingpeng2ORCID,Zhao Xiangyu1ORCID,Zhao Kesen1ORCID,Hu Lantao2ORCID,Jiang Peng2ORCID,Gai Kun3ORCID

Affiliation:

1. City University of Hong Kong, Hong Kong, Hong Kong

2. Kuaishou Technology, Beijing, China

3. Unaffiliated, Beijing, China

Funder

Research Impact Fund

Hong Kong Environmental and Conservation Fund

Hong KongITC Innovation and Technology Fund Midstream Research Programme for Universities Project

Kuaishou

APRC - CityU New Research Initiatives

CityU - HKIDS Early Career Research Grant

SIRG - CityU Strategic Interdisciplinary Research Grant

Publisher

ACM

Reference81 articles.

1. Industry 4.0 and Health: Internet of Things, Big Data, and Cloud Computing for Healthcare 4.0

2. M Mehdi Afsar, Trafford Crump, and Behrouz Far. 2021. Reinforcement learning based recommender systems: A survey. ACM Computing Surveys (CSUR) (2021).

3. Shalabh Bhatnagar, Mohammad Ghavamzadeh, Mark Lee, and Richard S Sutton. 2007. Incremental natural actor-critic algorithms. Advances in neural information processing systems 20 (2007).

4. Reinforcing User Retention in a Billion Scale Short Video Recommender System

5. Two-Stage Constrained Actor-Critic for Short Video Recommendation

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