Representation-Dependent Machine Learning of the Isotropic-Nematic Transition in the Lebwohl-Lasher Model

Maninder Kaur, Aojie Xue, David P Landau

Machine-learning detection of phase transitions depends not only on the learning algorithm, but also on whether the input representation preserves the symmetries of the system. We…