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#machine learning Preprint Oct 2026

A Generative Model of Complex Networks Using Graphons and Neural Inverse Operators

Generative graph models are central to understanding and simulating complex networks. However, existing approaches have complementary strengths and limitations. Mechanistic models offer interpretability but rely on instance-specific estimation methods. Deep generative models, on the other hand, offer amortized inferenc...

W. Choi, I. Pinto, Chen Sun et al. · 0 citations
Open access Aug 2026

Prioritized nonlinear modeling of shared dynamics across neural populations.

CroP-DYNO is established as a flexible nonlinear framework for studying interactions between neural populations and brain regions, enabling both accurate modeling and interpretable dissection of nonlinear structure in cross-regional communication models.

Trisha Jha, Dong Song, Maryam Shanechi · 0 citations

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