Takehiko Ohkawa

RoboPace: Contact-Aware Time-Optimal Retiming for Action-Chunk Policies

Robot manipulation data collection has been shifting from teleoperation toward robot-free demonstrations, through interfaces such as the Universal Manipulation Interface (UMI) or directly from human hands. Vision-Language-Action (VLA) policies trained on such data inherit the demonstrator's timing. Yet human timing doe...