From 089037f34911472a1023e3fd4ef4b2f3d46a3341 Mon Sep 17 00:00:00 2001
From: johannes wasmer <johannes.wasmer@gmail.com>
Date: Wed, 10 Jul 2024 01:13:10 +0100
Subject: [PATCH] add table/jij-prediction-model-selection
---
table/jij-prediction-model-selection.org | 20 +++++++++
table/jij-prediction-model-selection.tex | 53 ++++++++++++++++++++++++
2 files changed, 73 insertions(+)
create mode 100644 table/jij-prediction-model-selection.org
create mode 100644 table/jij-prediction-model-selection.tex
diff --git a/table/jij-prediction-model-selection.org b/table/jij-prediction-model-selection.org
new file mode 100644
index 0000000..a1630bd
--- /dev/null
+++ b/table/jij-prediction-model-selection.org
@@ -0,0 +1,20 @@
+| *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 |
diff --git a/table/jij-prediction-model-selection.tex b/table/jij-prediction-model-selection.tex
new file mode 100644
index 0000000..6d84649
--- /dev/null
+++ b/table/jij-prediction-model-selection.tex
@@ -0,0 +1,53 @@
+% % 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}
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