What Should Robot Policies Learn to Predict? Rethinking Supervision Targets in Vision-Language-Action Learning

Haitao Shen, Hanyu Liu, Yihan Lin +7

Vision-language-action (VLA) policies are typically trained with action prediction as the primary supervision signal, since robots ultimately execute actions. Auxiliary objectives…