3 papers
cond-mat.stat-mech2026
Thermodynamic learning
F. Corberi, S. dello Russo, G. Messuti +2
We discuss the possibility to train a thermodynamic system, whose micro-variables are fully determined through the Hamiltonian by the usual statistical mechanical rules, to perform…
physics.comp-ph2025
Generative Artificial Intelligence for Air Shower Simulation
C. Bozza, A. Calivà, A. De Caro +7
The detailed simulation of extensive air showers, produced by primary cosmic rays interacting in the atmosphere, is a task that is traditionally undertaken by means of Monte Carlo…
cs.LG2024
Uncertainty estimation via ensembles of deep learning models and dropout layers for seismic traces
Giovanni Messuti, ortensia Amoroso, Ferdinando Napolitano +3
Deep learning models have demonstrated remarkable success in various fields, including seismology. However, one major challenge in deep learning is the presence of mislabeled examp…