Hao-Ming Cui

RobotAPO: Adversarial Physics Preference Optimization for Robotic Manipulation Video Generation

Robotic manipulation videos are increasingly used as visual plans for embodied agents, but optimizing purely for visual plausibility often fails to capture the fragile physical manifold of real-world interactions. Even minor physics-violating errors at the interaction boundary, such as interpenetration or premature obj...