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long-term user engagement 1model-agnostic methods 1offline screening 1recommender systems 1reward learning 1user retention 1

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cs.LG2026

Long-term User Engagement Optimization through Model-agnostic Downstream Rewards Learning

Dingsu Wang, Filip Ryzner, Kelly He +17

The paper proposes a model‑agnostic framework that learns downstream reward signals from early observable user actions to optimize long‑term engagement and retention in large‑scale…