2 papers
cond-mat.mtrl-sci2026
Neutron and X-ray Diffraction Reveal the Limits of Long-Range Machine Learning Potentials for Medium-Range Order in Silica Glass
Sai Harshit Balantrapu, Atul C. Thakur, Chris Benmore +1
Glassy silica is a foundational material in optics and electronics, yet accurately predicting its medium-range order (MRO) remains a major challenge for machine-learning interatomi…
cond-mat.mtrl-sci2024
Deciphering diffuse scattering with machine learning and the equivariant foundation model: The case of molten FeO
Ganesh Sivaraman, Chris J. Benmore
Bridging the gap between diffuse x-ray or neutron scattering measurements and predicted structures derived from atom-atom pair potentials in disordered materials, has been a longst…