Author

Francesco Zambelli

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Preprint Oct 2026

Resolving Structural Uncertainty in Stochastic Dynamical Systems via Ensemble-Based Bayesian Inference

Recovering the interaction structure of complex stochastic dynamical systems from sparse time-series observations is an inherently ill-posed inverse problem. The posterior over network configurations is high-dimensional, highly degenerate, and shaped by the non-equilibrium nature of the available data. To address this,...

Francesco Zambelli, Valeria d'Andrea, Manlio De Domenico · 0 citations

Preprint Aug 2026

muxvizpy: a Python library for the analysis of multilayer biological networks

Muxvizpy is introduced, a Python library that reimplements and extends the muxViz analytical catalogue with a sparse linear-algebra stack built on SciPy and PyTorch and illustrates its applicability on a virus--human protein-interaction multiplex in which computing some structural analysis was unfeasible.

Matteo Baldan, Francesco Zambelli, Andrea Valsecchi et al. · 0 citations