Jinxin Pi

EmBrace: A Collective Knowledge Fusion Framework Toward Unified EEG Foundation Models

Electroencephalography (EEG) foundation models (EFMs) have achieved strong performance across a wide range of downstream EEG tasks via pretraining and fine-tuning. Through empirical analysis, we observe that (i) no single EFM consistently dominates all tasks, yet identifying the task-specific optima…