514 citations · 5.2k across the 137 of their papers we have counts for
137 papers
Deep Learning on the 2-Dimensional Ising Model to Extract the Crossover Region with a Variational Autoencoder
Nicholas Walker, Ka-Ming Tam
The 2-dimensional Ising model on a square lattice is investigated with a variational autoencoder in the non-vanishing field case for the purpose of extracting the crossover region…
Interatomic Potential in a Simple Dense Neural Network Representation
Ka-Ming Tam, Nicholas Walker, Samuel Kellar +1
Simulations at the atomic scale provide a direct and effective way to understand the mechanical properties of materials. In the regime of classical mechanics, simulations for the t…
Ab initio typical medium theory of substitutional disorder
A. Östlin, Y. Zhang, H. Terletska +7
By merging single-site typical medium theory with density functional theory we introduce a self-consistent framework for electronic structure calculations of materials with substit…
Interplay of strong correlations and covalency in ionic band insulators
Nagamalleswararao Dasari, Sujan K. K., Juana Moreno +1
We address the role of electronic correlations in different kinds of band insulators by using the two-orbital Hubbard model within the dynamical mean-field theory (DMFT). An intrig…
Phonon localization in binary alloys with diagonal and off-diagonal disorder: A cluster Green's function approach
Wasim Raja Mondal, T. Berlijn, M. Jarrell +1
We report the development and application of a new method for carrying out computational investigations of the effects of mass and force-constant (FC) disorder on phonon spectra. T…
Locally self-consistent embedding approach for disordered electronic systems
Yi Zhang, Hanna Terletska, Ka-Ming Tam +4
We present a new embedding scheme for the locally self-consistent method to study disordered electron systems. We test this method in a tight-binding basis and apply it to the sing…