add table/jij-prediction-model-selection

table/jij-prediction-model-selection.org

+| *Model*         | *Citation*                                          | *Type*      | *CSSP* | *NN* | *Defects* | *Spin* | *Symmetry*  |
+|-----------------+-----------------------------------------------------+-------------+--------+------+-----------+--------+-------------|
+| AutoML          | \cite{conradBenchmarkingAutoMLRegression2022}       | Composition | X      |      |           | -      | -           |
+|-----------------+-----------------------------------------------------+-------------+--------+------+-----------+--------+-------------|
+| Coulomb matrix  | \cite{ruppFastAccurateModeling2012}                 | Descriptor  |        |      |           | -      | explicit    |
+| SOAP            | \cite{bartokRepresentingChemicalEnvironments2013a}  | Descriptor  |        |      |           | -      | explicit    |
+| Alchemical SOAP | \cite{lopanitsynaModelingHighentropyTransition2023} | Potential   | X      |      |           | -      | explicit    |
+| Disordered SOAP | \cite{sommer3DSCDatasetSuperconductors2023}         | Descriptor  |        |      | X         | -      | explicit    |
+| GAP             | \cite{bartokGaussianApproximationPotentials2010}    | Potential   | X      |      |           | ?      | explicit    |
+| ACE             | \cite{bochkarevEfficientParametrizationAtomic2022}  | Potential   |        |      |           | -      | explicit    |
+|-----------------+-----------------------------------------------------+-------------+--------+------+-----------+--------+-------------|
+| MEGNetSparse    | \cite{kazeevSparseRepresentationMachine2023}        | Potential   | X      | X    | X         | -      | explicit    |
+| MACE            | \cite{batatiaMACEHigherOrder2022}                   | Potential   | X      | X    |           | -      | explicit    |
+| MACE-MP         | \cite{batatiaFoundationModelAtomistic2023}          | UIP         | X      | X    |           | -      | explicit    |
+|-----------------+-----------------------------------------------------+-------------+--------+------+-----------+--------+-------------|
+| Magnetic ACE    | \cite{rinaldiNoncollinearMagneticAtomic2024}        | Potential   |        |      |           | noco   | explicit    |
+| SpinGNN++       | \cite{yuGeneralTimereversalEquivariant2024}         | Potential   | X      | X    |           | noco   | explicit    |
+| CHGNet          | \cite{dengCHGNetPretrainedUniversal2023a}           | UIP         | X      | X    |           | coll   | explicit    |
+| SNRep           | \cite{dominaSpectralNeighborRepresentation2022}     | Potential   |        |      |           | coll   | explicit    |
+| PET             | \cite{pozdnyakovSmoothExactRotational2024}          | Potential   | ?      | X    |           | coll   | approximate |

table/jij-prediction-model-selection.tex

+% % 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}