Planning with Exploration: Addressing Dynamics Bottleneck in Model-based Reinforcement Learning

Xiyao Wang, Junge Zhang, Wenzhen Huang +1

Model-based reinforcement learning (MBRL) is believed to have higher sample efficiency compared with model-free reinforcement learning (MFRL). However, MBRL is plagued by dynamics…