2 papers
cs.LG2026
Optimal Transport Dropout for Structured Predictive Uncertainty
Giacomo Lorenzon, Francesco Regazzoni
Deterministic neural networks and neural operators provide point predictions with no intrinsic measure of reliability. Yet, predictive uncertainty may stem from irreducible outcome…
math.NA2024
A discontinuous Galerkin method for the three-dimensional heterodimer model with application to prion-like proteins' dynamics
Paola F. Antonietti, Mattia Corti, Giacomo Lorenzon
Neurocognitive disorders, such as Alzheimer's and Parkinson's, have a wide social impact. These proteinopathies involve misfolded proteins accumulating into neurotoxic aggregates.…