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stat.ML2025
Uncertainty quantification and posterior sampling for network reconstruction
Tiago P. Peixoto
Network reconstruction is the task of inferring the unseen interactions between elements of a system, based only on their behavior or dynamics. This inverse problem is in general i…
stat.ML2024★ 10 cited
Network reconstruction via the minimum description length principle
Tiago P. Peixoto
A fundamental problem associated with the task of network reconstruction from dynamical or behavioral data consists in determining the most appropriate model complexity in a manner…