Beyond Task Success: Behavioral and Representational Diagnostics for WAM and VLA

Hung Mai, Bin Zhu, Tuan Do

Vision-language-action (VLA) policies and World-Action Models (WAM) represent two increasingly important paradigms for robotic manipulation. However, it remains unclear whether fut…