1. Personalization for web-based services using offline reinforcement learning.
- Author
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Apostolopoulos, Pavlos Athanasios, Wang, Zehui, Wang, Hanson, Xu, Tenghyu, Zhou, Chad, Virochsiri, Kittipate, Zhou, Norm, and Markov, Igor L.
- Subjects
REINFORCEMENT learning ,SOCIAL networks ,MACHINE learning - Abstract
Large-scale Web-based services present opportunities for improving UI policies based on observed user interactions. We address challenges of learning such policies through offline reinforcement learning (RL). Deployed in a production system for user authentication in a major social network, it significantly improves long-term objectives. We articulate practical challenges, provide insights on training and evaluation of offline RL, and discuss generalizations toward offline RL's deployment in industry-scale applications. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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