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Jia-Nan Jian

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#machine learning Preprint Sep 2026

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.

Jia-Nan Jian, Jacob Kang, Nurahmed Multezem et al. · 0 citations

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