arxivcs.LG2026-07-04
NeuroOnline: Bridging Pretraining and Online Adaptation for EEG Foundation Models
Weibin Li, Wendu Li, Yushan You, Chen Wei, Quanying Liu
EEG foundation models have shown strong potential in learning generalized representations across subjects and tasks. However, most existing approaches follow a pretraining-static deployment paradigm, which suffers from two key limitations: (1) misalignment between pretraining obj…