Video Recommendation with Multi-gate Mixture of Experts Soft Actor Critic

Xu Li
Xu Li
Jun Wang
Jun Wang
Ping Li
Ping Li

SIGIR '20: The 43rd International ACM SIGIR conference on research and development in Information Retrieval Virtual Event China July, 2020, pp. 1553-1556, 2020.

Cited by: 0|Bibtex|Views24|DOI:https://doi.org/10.1145/3397271.3401238
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Other Links: dl.acm.org|dblp.uni-trier.de|academic.microsoft.com

Abstract:

In this paper, we propose a reinforcement learning based large scale multi-objective ranking system for optimizing short-video recommendation on an industrial video sharing platform. Multiple competing ranking objective and implicit selection bias in user feedback are the main challenges in real-world platform. In order to address those c...More

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