<html><head><meta name="color-scheme" content="light dark"></head><body><pre style="word-wrap: break-word; white-space: pre-wrap;">% % Created 2024-07-10 Wed 01:09
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% \author{Johannes Wasmer}
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%  pdfauthor={Johannes Wasmer},
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\textbf{Model} &amp; \textbf{Citation} &amp; \textbf{Type} &amp; \textbf{CSSP} &amp; \textbf{NN} &amp; \textbf{Defects} &amp; \textbf{Spin} &amp; \textbf{Symmetry}\\[0pt]
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AutoML &amp; \cite{conradBenchmarkingAutoMLRegression2022} &amp; Composition &amp; X &amp;  &amp;  &amp; - &amp; -\\[0pt]
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Coulomb matrix &amp; \cite{ruppFastAccurateModeling2012} &amp; Descriptor &amp;  &amp;  &amp;  &amp; - &amp; explicit\\[0pt]
SOAP &amp; \cite{bartokRepresentingChemicalEnvironments2013a} &amp; Descriptor &amp;  &amp;  &amp;  &amp; - &amp; explicit\\[0pt]
Alchemical SOAP &amp; \cite{lopanitsynaModelingHighentropyTransition2023} &amp; Potential &amp; X &amp;  &amp;  &amp; - &amp; explicit\\[0pt]
Disordered SOAP &amp; \cite{sommer3DSCDatasetSuperconductors2023} &amp; Descriptor &amp;  &amp;  &amp; X &amp; - &amp; explicit\\[0pt]
GAP &amp; \cite{bartokGaussianApproximationPotentials2010} &amp; Potential &amp; X &amp;  &amp;  &amp; ? &amp; explicit\\[0pt]
ACE &amp; \cite{bochkarevEfficientParametrizationAtomic2022} &amp; Potential &amp;  &amp;  &amp;  &amp; - &amp; explicit\\[0pt]
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MEGNetSparse &amp; \cite{kazeevSparseRepresentationMachine2023} &amp; Potential &amp; X &amp; X &amp; X &amp; - &amp; explicit\\[0pt]
MACE &amp; \cite{batatiaMACEHigherOrder2022} &amp; Potential &amp; X &amp; X &amp;  &amp; - &amp; explicit\\[0pt]
MACE-MP &amp; \cite{batatiaFoundationModelAtomistic2023} &amp; UIP &amp; X &amp; X &amp;  &amp; - &amp; explicit\\[0pt]
\hline
Magnetic ACE &amp; \cite{rinaldiNoncollinearMagneticAtomic2024} &amp; Potential &amp;  &amp;  &amp;  &amp; noco &amp; explicit\\[0pt]
SpinGNN++ &amp; \cite{yuGeneralTimereversalEquivariant2024} &amp; Potential &amp; X &amp; X &amp;  &amp; noco &amp; explicit\\[0pt]
CHGNet &amp; \cite{dengCHGNetPretrainedUniversal2023a} &amp; UIP &amp; X &amp; X &amp;  &amp; coll &amp; explicit\\[0pt]
SNRep &amp; \cite{dominaSpectralNeighborRepresentation2022} &amp; Potential &amp;  &amp;  &amp;  &amp; coll &amp; explicit\\[0pt]
PET &amp; \cite{pozdnyakovSmoothExactRotational2024} &amp; Potential &amp; ? &amp; X &amp;  &amp; coll &amp; approximate\\[0pt]
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