Neural Dynamics-Informed Pre-trained Framework for Personalized Brain Functional Network Construction

ArXi:2603.07524v1 Announce Type: new Brain activity is intrinsically a neural dynamic process constrained by anatomical space. This leads to significant variations in spatial distribution patterns and correlation patterns of neural activity across variable and heterogeneous scenarios. However, dominant brain functional network construction methods, which relies on pre-defined brain atlases and linear assumptions, fails to precisely capture varying neural activity patterns in heterogeneous scenarios.