Youngwoon Lee

DreamSmooth: Improving Model-based Reinforcement Learning via Reward Smoothing

2023 · arXiv (Cornell University)

Model-based reinforcement learning (MBRL) has gained much attention for its ability to learn complex behaviors in a sample-efficient way: planning actions by generating imaginary trajectories with predicted rewards. Despite its success, we found that surprisingly, …