Publications

Dimensionality reduction of local structure in glassy binary mixtures

We consider unsupervised learning methods for characterizing the disordered microscopic structure of super-cooled liquids and glasses. …

Daniele Coslovich, Robert L. Jack, Joris Paret

Hidden order in disordered materials

When cooled down below their melting temperature, liquids undergo a phase transition to a stable crystalline state, where atoms …

Joris Paret

partycls: A Python package for structural clustering

partycls is a Python framework for cluster analysis of systems of interacting particles. By grouping particles that share similar …

Joris Paret, Daniele Coslovich

Assessing the structural heterogeneity of supercooled liquids through community inference

We present an information-theoretic approach inspired by distributional clustering to assess the structural heterogeneity of …

Joris Paret, Robert L. Jack, Daniele Coslovich