17 citations · 22 across the 14 of their papers we have counts for
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physics.comp-ph2026
Latent Genetic Algorithm for Crystal Structure Prediction
Kaixin Zheng, Wanjian Yin, Hongyu Yu +1
Predicting crystal structures requires navigating rugged energy landscapes in which favorable local motifs must be inherited across candidates with incompatible cells, densities, a…
physics.comp-ph2026
Tangent-Plane Evidential Uncertainty in Active Learning for Magnetic Interatomic Potentials
Yang Cheng, Hongyu Yu, Hongjun Xiang
Magnetic interatomic potentials need to account for coupled lattice and spin degrees of freedom, yet constructing reliable training sets remains costly because noncollinear first-p…
physics.comp-ph2024★ 1 cited
Efficient prediction of potential energy surface and physical properties with Kolmogorov-Arnold Networks
Rui Wang, Hongyu Yu, Yang Zhong +1
The application of machine learning methodologies for predicting properties within materials science has garnered significant attention. Among recent advancements, Kolmogorov-Arnol…