Drive the Thoughts: Runtime Monitoring of VLA Reasoning-Trajectory Consistency

Overview

DriveAlignBench and accompanying monitors examine consistency between driving VLA explanations and planned trajectories. The study distinguishes explanation reliability from trajectory consistency and evaluates lane-relative monitoring against waypoint-based and rule-based alternatives.