When Can Brain Connectivity Track the Working Mind? A Large-Scale Benchmark of Dynamic Functional Connectivity Across Cognitive Paradigms
This large-scale benchmark reveals that while dynamic functional connectivity (dFC) often fails to reliably track cognitive engagement across diverse datasets, its decoding success is systematically determined by the interplay of experimental design (specifically block length and transition frequency), data quality, and the choice of dFC method rather than the method's features alone.