Abstract: We present a framework for black-box adversarial attacks on traffic signs using dynamic, temporally coherent shadows. Unlike prior work that focuses on single-image attacks or relies on conspicuous physical artifacts, our method operates over entire image sequences, mimicking realistic scenarios where a traffic sign is observed from varying distances.