Intercepting the Future: Latent-Space Predictive World Model for Dynamic VLA Manipulation
AHEAD is a wrapper for frozen Vision-Language-Action (VLA) models that enables robust manipulation in dynamic environments. It integrates a motion-aware latent world model to predict future states based on object velocity and acceleration, allowing the system to anticipate movements before acting, overcoming the limitation of assuming stationary scenes.