This paper presents the first dense active semantic mapping framework using 3D Gaussian Splatting, enabling efficient exploration and robust mapping with sparse semantic representation.

First framework integrates scalp and intracranial EEG to estimate whole-brain networks via state-space models and EM algorithm, outperforming traditional methods and showing cortical-subcortical flows in working memory.