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Offline RL

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DataFunSummit
DataFunSummit
Jun 16, 2024 · Artificial Intelligence

Reinforcement Learning in Recommendation Systems: Practice, Challenges, and Industry Advances

This article presents a comprehensive overview of applying reinforcement learning to recommendation systems, covering background challenges, practical exploration, frontier research directions, multi‑agent and inverse RL approaches, evaluation methods, and future outlooks, based on a KDD‑published study and industry experience.

Inverse RLOffline RLRecommendation systems
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Reinforcement Learning in Recommendation Systems: Practice, Challenges, and Industry Advances