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stat.ML2025
Conditional Normalizing Flow Surrogate for Monte Carlo Prediction of Radiative Properties in Nanoparticle-Embedded Layers
Fahime Seyedheydari, Kevin Conley, Simo Särkkä
We present a probabilistic, data-driven surrogate model for predicting the radiative properties of nanoparticle embedded scattering media. The model uses conditional normalizing fl…
stat.ML2025
Determination of Particle-Size Distributions from Light-Scattering Measurement Using Constrained Gaussian Process Regression
Fahime Seyedheydari, Mahdi Nasiri, Marcin Mińkowski +1
In this work, we propose a novel methodology for robustly estimating particle size distributions from optical scattering measurements using constrained Gaussian process regression.…