Magma Ocean Cumulate Overturn and Its Implications for the Thermo-chemical Evolution of Mars. - Ana-Catalina Plesa; Nicola Tosi; Doris Breuer (High Performance Computing in Science and Engineering, 2013)

Deep learning for surrogate modelling of 2D mantle convection. - Siddhant Agarwal; Nicola Tosi; Pan Kessel; Doris Breuer; Grégoire Montavon (CoRR, 2021)

ExoMDN: Rapid characterization of exoplanet interior structures with Mixture Density Networks. - Philipp Baumeister; Nicola Tosi (CoRR, 2023)

Accelerating the discovery of steady-states of planetary interior dynamics with machine learning. - Siddhant Agarwal; Nicola Tosi; Christian Hüttig; David S. Greenberg; Ali Can Bekar (CoRR, 2024)

Physics-based machine learning for mantle convection simulations. - Siddhant Agarwal; Ali Can Bekar; Christian Hüttig; David S. Greenberg; Nicola Tosi (CoRR, 2025)