339 citations · 2.3k across the 38 of their papers we have counts for
25 papers · 1 filter
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…
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…
Dimensionality reduction of local structure in glassy binary mixtures
Daniele Coslovich, Robert L. Jack, Joris Paret
We consider unsupervised learning methods for characterizing the disordered microscopic structure of supercooled liquids and glasses. Specifically, we perform dimensionality reduct…
Revisiting the single-saddle model for the -relaxation of supercooled liquids
Daniele Coslovich, Atsushi Ikeda
The dynamics of glass-forming liquids display several outstanding features, such as two-step relaxation and dynamic heterogeneities, which are difficult to predict quantitatively f…
Spatial structure of unstable normal modes in a glass-forming liquid
Masanari Shimada, Daniele Coslovich, Hideyuki Mizuno +1
The phenomenology of glass-forming liquids is often described in terms of their underlying, high-dimensional potential energy surface. In particular, the statistics of stationary p…
Assessing the structural heterogeneity of supercooled liquids through community inference
Joris Paret, Robert L. Jack, Daniele Coslovich
We present an information-theoretic approach inspired by distributional clustering to assess the structural heterogeneity of particulate systems. Our method identifies communities…