Beyond Gaussian Assumptions: Distribution-Aware Channel Capacity for Effective Connectivity
A distribution-aware, information-theoretic measure of effective connectivity based on channel capacity under general residual distributions based on normalizing flows is introduced, and a principled distribution-aware framework for effective-connectivity estimation beyond Gaussian residual modeling is established.