54 citations · 100 across the 4 of their papers we have counts for
4 papers
Integrated workflows and interfaces for data-driven semi-empirical electronic structure calculations
Pavel Stishenko, Adam McSloy, Berk Onat +4
Modern software engineering of electronic structure codes has seen a paradigm shift from monolithic workflows towards object-based modularity. Software objectivity allows for great…
Shared Metadata for Data-Centric Materials Science
Luca M. Ghiringhelli, Carsten Baldauf, Tristan Bereau +32
The expansive production of data in materials science, their widespread sharing and repurposing requires educated support and stewardship. In order to ensure that this need helps r…
Equivariant analytical mapping of first principles Hamiltonians to accurate and transferable materials models
Liwei Zhang, Berk Onat, Geneviève Dusson +5
We propose a scheme to construct predictive models for Hamiltonian matrices in atomic orbital representation from ab initio data as a function of atomic and bond environments. The…
Sensitivity and Dimensionality of Atomic Environment Representations used for Machine Learning Interatomic Potentials
Berk Onat, Christoph Ortner, James R. Kermode
Faithfully representing chemical environments is essential for describing materials and molecules with machine learning approaches. Here, we present a systematic classification of…