Drift-Aware Updating: An Edge-Device Cooperative RL Framework for Robust and Low-Overhead BCI Adaptation. - Shuo Zhang; Xinning Lu; Yuhang Zhu; Zhenyu Wang 007; Dingzhu Wen; Honglin Hu (WCNC (Workshops), 2026)