Lights, Camera, Malfunction: When Illumination Robustness Leaves VLA Models Blind to Color

Marino Watanabe, Takami Sato, Kentaro Yoshioka

Vision-Language-Action (VLA) models have emerged as a powerful paradigm for general-purpose robot manipulation; however, their transition to real-world environments reveals vulnera…