Robust Policy Optimization with Baseline Guarantees

Yinlam Chow, Marek Petrik, Mohammad Ghavamzadeh

Our goal is to compute a policy that guarantees improved return over a baseline policy even when the available MDP model is inaccurate. The inaccurate model may be constructed, for…