@article{shi2026pickyourmoments, title={Pick Your Moments: Motion-Aware Speed Adaptation for Fast {VLA} Execution}, author={Shi, Weikai and Duan, Yifan and Li, Heng and Xiao, Yuxuan and Shao, Shuai and He, MengYing and Li, Yao and Zhang, Wuyang and Ji, Jianmin and Zhang, Yanyong}, journal={IEEE Robotics and Automation Letters}, year={2026}, note={Accepted. Weikai Shi and Yifan Duan contributed equally.} }