activity
20222026
most citedThe kinetics of the ice-water interface from ab initio machine learning simulations

27 citations · 31 across the 5 of their papers we have counts for

collaborators

5 papers

cond-mat.stat-mech2026

The Reweighting Principle in Statistical Mechanics

Salvatore Romano

Reweighting of probability measures provides a unifying perspective on ensemble transformations in statistical mechanics. We distinguish two complementary classes of reweighting: s…

cond-mat.mtrl-sci2024

Towards decoding the structure of water-magnetite interface

Salvatore Romano, Harsharan Kaur, Moritz Zelenka +9

The molecular structure of water at iron-oxide interfaces is determined by the protonation state, orientation and population of interfacial OH species. These microscopic features c…

physics.comp-ph2024★ 1 cited

Structure and dynamics of the magnetite(001)/water interface from molecular dynamics simulations based on a neural network potential

Salvatore Romano, Pablo Montero de Hijes, Matthias Meier +3

The magnetite/water interface is commonly found in nature and plays a crucial role in various technological applications. However, our understanding of its structural and dynamical…

cond-mat.soft2023★ 27 cited

The kinetics of the ice-water interface from ab initio machine learning simulations

Pablo Montero de Hijes, Salvatore Romano, Alexander Gorfer +1

Molecular simulations employing empiric force fields have provided valuable knowledge about the ice growth process in the last decade. The development of novel computational techni…

physics.comp-ph2022★ 3 cited

Conditioning Normalizing Flows for Rare Event Sampling

Sebastian Falkner, Alessandro Coretti, Salvatore Romano +2

Understanding the dynamics of complex molecular processes is often linked to the study of infrequent transitions between long-lived stable states. The standard approach to the samp…