2 papers
cond-mat.stat-mech2026
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…
cond-mat.mtrl-sci2025
Excitonic Landscapes in Monolayer Lateral Heterostructures Revealed by Unsupervised Machine Learning
Maninder Kaur, Nicolas T. Sandino, Jason P. Terry +2
Two-dimensional (2D) in-plane heterostructures including compositionally graded alloys and lateral heterostructures with defined interfaces display rich optoelectronic properties a…