Fine-tuning Behavioral Cloning Policies with Preference-Based Reinforcement Learning

Maël Macuglia, Paul Friedrich, Giorgia Ramponi

Deploying reinforcement learning (RL) in robotics, industry, and health care is blocked by two obstacles: the difficulty of specifying accurate rewards and the risk of unsafe, data…