Brain4FMs: A Benchmark of Foundation Models for Electrical Brain Signal
arXiv2026
Presents an open benchmark and evaluation platform for Brain Foundation Models on electrical brain signals, organizing the field through a self-supervised learning taxonomy and a task-and-dataset view. The work integrates 15 representative BFMs with 18 public datasets to analyze how pretraining data, SSL strategy, and model architecture influence downstream generalization and transfer.