 This research proposes a new approach to classifying multiple motor imagery tasks from the same limb using a combination of EEG data and a time-distributed attention network. This method outperforms existing approaches and provides a promising solution for controlling a robotic arm or a neural prosthesis. This article was authored by Shueling Ma, Xuanzhou, and Huigwang Yi.