Where Predictive Supervision Goes Shapes What VLA Policies Learn
This work studies what determines whether predictive supervision improves the visual representation used by a VLA policy, and finds that different prediction interfaces produce markedly different forecasts and visual representations, including in the spatial, dynamics, and action information that transfers beyond famil...