ExpertGen: Scalable Sim-to-Real Expert Policy Learning from Imperfect Behavior Priors
EXPERTGEN automates learning robust robotic policies for real-world deployment by using imperfect demonstrations as a starting point. It uses diffusion models and reinforcement learning to refine these flawed behaviors into high-success expert policies, enabling sim-to-real transfer without extensive manual reward engineering.