Adrian Kazakov, Anna Milillo, Alessandro Mura, Stavro Ivanovski, Valeria Mangano, Alessandro Aronica, Elisabetta De Angelis, Pier Paolo Di Bartolomeo, Alessandro Brin, Luca Colasanti, Miguel Escalona-Moran, Francesco Lazzarotto, Stefano Massetti, Martina Moroni, Raffaella Noschese, Fabrizio Nuccilli, Stefano Orsini, Christina Plainaki, Rosanna Rispoli, Roberto Sordini, Mirko Stumpo, Nello Vertolli: Conceptual framework for the application of deep neural networks to surface composition reconstruction from Mercury's exospheric data. CoRR abs/2505.11053 (2025)