How Much Should a VLA Trust Its Reasoning? Step-Level Guidance as a Measured Action-Value Function

Dabin Seo, Eunhyek Joa

Reasoning vision-language-action (VLA) policies write a reasoning trace and then decode the action from it. A wrong trace yields a wrong action, and even a correct-looking trace ca…