3 papers
cond-mat.dis-nn2026
The limits of interpretability in multiple linear regression
Anand Sharma, Chen Liu, Daniele Coslovich +1
Interpreting machine-learning models has attracted increasing attention, particularly in the physical sciences, where one often seeks to understand the underlying mechanisms rather…
cond-mat.stat-mech2026
Interpretability of linear regression models of glassy dynamics
Anand Sharma, Chen Liu, Misaki Ozawa +1
Data-driven models can accurately describe and predict the dynamical properties of glass-forming liquids from structural data. Accurate predictions, however, do not guarantee an un…
cond-mat.stat-mech2024
Glassy dynamics and crystalline local order in two-dimensional amorphous silica
Marco Dirindin, Daniele Coslovich
We reassess the modeling of amorphous silica bilayers as a two-dimensional classical system whose particles interact with an effective pairwise potential. We show that it is possib…