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Author

Urbain Vaes

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#machine learning Preprint Oct 2026

Measure Neural Mappings

We introduce and define measure neural mappings (MNMs), which combine measure-dependent neural transport with ensemble consistency for learning operators on probability measures. Ensemble consistency requires outputs from growing ensembles sampled from an input law to converge to the specified population output in prob...

Ricardo Baptista, E. Calvello, Bo-Han Chen et al. · 0 citations
Preprint Aug 2026

A spectral approach to the narrow escape problem in two-dimensional domains

We study the law of the exit time and exit point of a Brownian motion in a two-dimensional domain with reflecting boundary conditions, except on small disjoint exit windows through which the stochastic process can escape the domain. In the limit of infinitely small exit windows, it is natural to assume that the process...

L. Carillo, T. Lelièvre, Thomas Normand et al. · 2 citations

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