Zhou Daniel Hao

Embodied Interpretability: Linking Causal Understanding to Generalization in Vision-Language-Action Models

Vision–Language–Action (VLA) policies often fail under distribution shift, suggesting that decisions may depend on spurious visual correlations rather than task-relevant causes. We formulate visual–action attribution as an interventional estimation problem. Accordingly, we introduce the **Interventi…