EvoBrain: Continual Learning of EEG Foundation Models Across Heterogeneous BCI Tasks 事件

EvoBrain: Continual Learning of EEG Foundation Models Across Heterogeneous BCI Tasks arXiv:2606.01767v1 Announce Type: new Abstract: Electroencephalography (EEG) is the cornerstone of non-invasive brain-computer interfaces (BCIs), yet conventional decoding relies on fragmented, task-specific architectures that severely limit cross-task scalability. While EEG foundation models pre-trained on massive corpora promise universal brain decoding, current post-training depends on task-isolated fine-tun