ContactGuard: Pre-Contact Execution Monitoring with Action-Conditioned Latent World Models

Gehan Zheng, Matthew Johnson-Roberson, Weiming Zhi

Contact-rich manipulation failures are often detected only after the robot has committed to contact. This is especially limiting in wrist-camera setups: close gripper--object views…