Handling Sparse Rewards in Reinforcement Learning Using Model Predictive Control

Murad Dawood, Nils Dengler, Jorge de Heuvel +1

Reinforcement learning (RL) has recently proven great success in various domains. Yet, the design of the reward function requires detailed domain expertise and tedious fine-tuning…