Statistically Efficient Advantage Learning for Offline Reinforcement Learning in Infinite Horizons

Chengchun Shi, Shikai Luo, Yuan Le +2

We consider reinforcement learning (RL) methods in offline domains without additional online data collection, such as mobile health applications. Most of existing policy optimizati…