When Vision Overrides Language: Evaluating and Mitigating Counterfactual Failures in VLAs

arXiv · 2026-02-19 · Low-Level Learning-Based Action Modelling / Input Modelling / 2D Vision Language Action Models with Robustness / Failure Analysis & Recovery