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Duccio Fanelli

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#machine learning Preprint Sep 2026

Learning-Based Reconstruction of Optical Properties in Bilayered Media from Single-distance Time-Resolved Reflectance Measurements

This work generates a robust synthetic dataset of forward DTOF using exact Monte Carlo simulations at multiple source-detector distances and proposes a machine learning framework as an alternative approach to reconstruct the optical properties of a bilayered medium, benchmarking its efficiency and accuracy against mode...

C. Amendola, G. Maffeis, Lorenzo Buffoni et al. · 0 citations
Preprint Jul 2026

Optimal Navigation on Simplicial Complexes

This work provides a perturbative approximation scheme recovering the modulation parameter between pure random walk and teleportation mode acting as the expansion parameter for simplicial complexes: a specific type of geometric and algebraic structures that encapsulates higher-order interactions.

Diego Febbe, Duccio Fanelli, Gianluca Peri et al. · 0 citations

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