Solving Complex Manipulation Tasks with Model-Assisted Model-Free Reinforcement Learning

Jianshu Hu, Paul Weng

Abstract: In this paper, we propose a novel deep reinforcement learning approach for improving the sample efficiency of a model-free actor-critic method by using a learned model to encourage exploration. The...