Yi-Ming Chen

Training in Deployment: Human-in-the-loop Online Post-Training for Robot Manipulation

Large pretrained robot foundation models provide strong priors for manipulation, yet adapting them to target tasks with offline teleoperated demonstrations often fails to cover the contact-rich, recovery, and precision-critical states encountered during deployment. Existing methods mitigate this issue by augmenting off...