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.soft2024
Selecting Relevant Structural Features for Glassy Dynamics by Information Imbalance
Anand Sharma, Chen Liu, Misaki Ozawa
We investigate numerically the identification of relevant structural features that contribute to the dynamical heterogeneity in a model glass-forming liquid. By employing the recen…