Accelerating Goal-Directed Reinforcement Learning by Model Characterization

Shoubhik Debnath, Gaurav Sukhatme, Lantao Liu

We propose a hybrid approach aimed at improving the sample efficiency in goal-directed reinforcement learning. We do this via a two-step mechanism where firstly, we approximate a m…