Warp RL: Reshaping Base Policy Distributions for Dynamics Adaptation

Ethan Hirschowitz, Fabio Ramos

Residual reinforcement learning adapts a pretrained robot policy by learning an additive correction to its actions. While effective when adaptation amounts to shifting the base pol…