2 papers
cond-mat.mtrl-sci2026
A probabilistic framework for crystal structure denoising, phase classification, and order parameters
Hyuna Kwon, Babak Sadigh, Sebastien Hamel +3
Atomistic simulations generate large volumes of noisy structural data, yet extracting phase labels and continuous order parameters (OPs) in a robust and general manner remains chal…
physics.comp-ph2026
Learning noisy phase transition dynamics from stochastic partial differential equations
Luning Sun, Van Hai Nguyen, Shusen Liu +2
The non-equilibrium dynamics of mesoscale phase transitions are fundamentally shaped by thermal fluctuations, which not only seed instabilities but actively control kinetic pathway…