Non-Deterministic Policy Improvement Stabilizes Approximated Reinforcement Learning

Wendelin Böhmer, Rong Guo, Klaus Obermayer

This paper investigates a type of instability that is linked to the greedy policy improvement in approximated reinforcement learning. We show empirically that non-deterministic pol…