Improving Policy Optimization via $\epsilon$-Retrain

Luca Marzari, Priya L. Donti, Changliu Liu +1

We present $\epsilon$-retrain, an exploration strategy encouraging a behavioral preference while optimizing policies with monotonic improvement guarantees. To this end, we intro…