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\section*{Papers}

\subsection*{International Journals}

\item[1] ``Point defects in hexagonal silicon'', L. Sun, M.\,R.\,G. Marques, M.\,A.\,L. Marques, and S. Botti, Phys. Rev. Mater. \textbf{5}, 064605 (2021).

\item[2] ``Recent advances and applications of machine learning in solid-state materials science'', J. Schmidt, M.\,R.\,G. Marques, S. Botti, and M.\,A.\,L. Marques, NPJ Comput. Mater. (also appeared in PsiK newsletter, Scientific Highlight of the Month, March) \textbf{5}, 83 (2019).

\item[3] ``Neural network force fields for simple metals and semiconductors: construction and application to the calculation of phonons and melting temperatures'', M.\,R.\,G. Marques, J. Wolff, C. Steigemann, and M.\,A.\,L. Marques, Phys. Chem. Chem. Phys. \textbf{21}, 6506-6516 (2019).

\item[4] ``Stable Ordered Phases of Cuprous Iodide with Complexes of Copper Vacancies'', S. Jaschik, M.\,R.\,G. Marques, M. Seifert, C. Rödl, S. Botti, and M.\,A.\,L. Marques, Chem. Mater. \textbf{31}, 7877-7882 (2019).

\section*{Thesis}

\item[5] ``The structure and dynamics of
materials using machine learning'', M.\,R.\,G. Marques, PhD thesis, Martin-Luther University of Halle-Wittenberg (2020).

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