jij-prediction-model-selection.tex

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% \author{Johannes Wasmer}
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%  pdfauthor={Johannes Wasmer},
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\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]
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