Solid-that-Flows Picture of Glass-Forming Liquids
JC Dyre - The Journal of Physical Chemistry Letters, 2024 - ACS Publications
This perspective article reviews arguments that glass-forming liquids are different from those
of standard liquid-state theory, which typically have a viscosity in the mPa· s range and …
of standard liquid-state theory, which typically have a viscosity in the mPa· s range and …
Machine learning that predicts well may not learn the correct physical descriptions of glassy systems
The complexity of glasses makes it challenging to explain their dynamics. Machine learning
(ML) has emerged as a promising pathway for understanding glassy dynamics by linking …
(ML) has emerged as a promising pathway for understanding glassy dynamics by linking …
The dynamics of machine-learned" softness" in supercooled liquids describe dynamical heterogeneity
The dynamics of supercooled liquids slow down and become increasingly heterogeneous
as they are cooled. Recently, local structural variables identified using machine learning …
as they are cooled. Recently, local structural variables identified using machine learning …
Bringing together two paradigms of non-equilibrium: Driven dynamics of aging systems
There are two fundamental paradigms for non-equilibrium dynamics: on the one hand, aging
towards an equilibrium state that cannot be reached on reasonable timescales; on the other …
towards an equilibrium state that cannot be reached on reasonable timescales; on the other …