Shojiro Yamabe

Are Vision-Language-Action Models Robust to One-Step Observation Perturbations?

This work investigates robustness to one-step perturbations applied at a single time step per episode and proposes CARE, which dynamically selects the execution length based on consistency with the previously predicted action chunk, which improves robustness with low computational overhead while preserving clean perfor...