Beyond Single-Axis Testing: Paired Evaluation of Compound Robustness in Vision-Language-Action Policies

Vision-language-action policies are typically evaluated one perturbation at a time, providing a useful diagnosis of their sensitivity to individual distribution shifts. Real-world deployment, however, may involve several shifts simultaneously, and it remains unclear how these individual robustness m