% % Created 2024-07-10 Wed 01:09 % % Intended LaTeX compiler: pdflatex % \documentclass[11pt]{article} % \usepackage[utf8]{inputenc} % \usepackage[T1]{fontenc} % \usepackage{graphicx} % \usepackage{longtable} % \usepackage{wrapfig} % \usepackage{rotating} % \usepackage[normalem]{ulem} % \usepackage{amsmath} % \usepackage{amssymb} % \usepackage{capt-of} % \usepackage{hyperref} % \author{Johannes Wasmer} % \date{\today} % \title{} % \hypersetup{ % pdfauthor={Johannes Wasmer}, % pdftitle={}, % pdfkeywords={}, % pdfsubject={}, % pdfcreator={Emacs 29.3 (Org mode 9.6.15)}, % pdflang={English}} % \begin{document} % \tableofcontents % \begin{center} \begin{tabular}{llllllll} \textbf{Model} & \textbf{Citation} & \textbf{Type} & \textbf{CSSP} & \textbf{NN} & \textbf{Defects} & \textbf{Spin} & \textbf{Symmetry}\\[0pt] \hline AutoML & \cite{conradBenchmarkingAutoMLRegression2022} & Composition & X & & & - & -\\[0pt] \hline Coulomb matrix & \cite{ruppFastAccurateModeling2012} & Descriptor & & & & - & explicit\\[0pt] SOAP & \cite{bartokRepresentingChemicalEnvironments2013a} & Descriptor & & & & - & explicit\\[0pt] Alchemical SOAP & \cite{lopanitsynaModelingHighentropyTransition2023} & Potential & X & & & - & explicit\\[0pt] Disordered SOAP & \cite{sommer3DSCDatasetSuperconductors2023} & Descriptor & & & X & - & explicit\\[0pt] GAP & \cite{bartokGaussianApproximationPotentials2010} & Potential & X & & & ? & explicit\\[0pt] ACE & \cite{bochkarevEfficientParametrizationAtomic2022} & Potential & & & & - & explicit\\[0pt] \hline MEGNetSparse & \cite{kazeevSparseRepresentationMachine2023} & Potential & X & X & X & - & explicit\\[0pt] MACE & \cite{batatiaMACEHigherOrder2022} & Potential & X & X & & - & explicit\\[0pt] MACE-MP & \cite{batatiaFoundationModelAtomistic2023} & UIP & X & X & & - & explicit\\[0pt] \hline Magnetic ACE & \cite{rinaldiNoncollinearMagneticAtomic2024} & Potential & & & & noco & explicit\\[0pt] SpinGNN++ & \cite{yuGeneralTimereversalEquivariant2024} & Potential & X & X & & noco & explicit\\[0pt] CHGNet & \cite{dengCHGNetPretrainedUniversal2023a} & UIP & X & X & & coll & explicit\\[0pt] SNRep & \cite{dominaSpectralNeighborRepresentation2022} & Potential & & & & coll & explicit\\[0pt] PET & \cite{pozdnyakovSmoothExactRotational2024} & Potential & ? & X & & coll & approximate\\[0pt] \end{tabular} % \end{center} % \end{document}